Dataset info
| Number of variables | 89 |
|---|---|
| Number of observations | 18207 |
| Missing cells | 76984 (< 0.1%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 12.4 MiB |
| Average record size in memory | 712.0 B |
Variables types
| Numeric | 34 |
|---|---|
| Categorical | 41 |
| Boolean | 1 |
| Date | 0 |
| URL | 3 |
| Text (Unique) | 0 |
| Rejected | 10 |
| Unsupported | 0 |
Warnings
CAM has a high cardinality: 102 distinct values | Warning |
CAM has 2085 (11.5%) missing values | Missing |
CB has a high cardinality: 109 distinct values | Warning |
CB has 2085 (11.5%) missing values | Missing |
CDM has a high cardinality: 100 distinct values | Warning |
CDM has 2085 (11.5%) missing values | Missing |
CF has a high cardinality: 103 distinct values | Warning |
CF has 2085 (11.5%) missing values | Missing |
Club has a high cardinality: 652 distinct values | Warning |
Club has 241 (< 0.1%) missing values | Missing |
CM has a high cardinality: 93 distinct values | Warning |
CM has 2085 (11.5%) missing values | Missing |
Contract_Valid_Until has 289 (< 0.1%) missing values | Missing |
Dribbling is highly correlated with BallControl (ρ = 0.93894) | Rejected |
GKHandling is highly correlated with GKDiving (ρ = 0.97028) | Rejected |
GKKicking is highly correlated with GKHandling (ρ = 0.96524) | Rejected |
GKPositioning is highly correlated with GKKicking (ρ = 0.96434) | Rejected |
GKReflexes is highly correlated with GKPositioning (ρ = 0.97013) | Rejected |
Joined has a high cardinality: 1737 distinct values | Warning |
Joined has 1553 (8.5%) missing values | Missing |
LAM has a high cardinality: 102 distinct values | Warning |
LAM has 2085 (11.5%) missing values | Missing |
LB has a high cardinality: 99 distinct values | Warning |
LB has 2085 (11.5%) missing values | Missing |
LCB has a high cardinality: 109 distinct values | Warning |
LCB has 2085 (11.5%) missing values | Missing |
LCM has a high cardinality: 93 distinct values | Warning |
LCM has 2085 (11.5%) missing values | Missing |
LDM has a high cardinality: 100 distinct values | Warning |
LDM has 2085 (11.5%) missing values | Missing |
LF has a high cardinality: 103 distinct values | Warning |
LF has 2085 (11.5%) missing values | Missing |
LM has a high cardinality: 101 distinct values | Warning |
LM has 2085 (11.5%) missing values | Missing |
Loaned_From has a high cardinality: 342 distinct values | Warning |
Loaned_From has 16943 (93.1%) missing values | Missing |
LS has a high cardinality: 94 distinct values | Warning |
LS has 2085 (11.5%) missing values | Missing |
LW has a high cardinality: 106 distinct values | Warning |
LW has 2085 (11.5%) missing values | Missing |
LWB has a high cardinality: 96 distinct values | Warning |
LWB has 2085 (11.5%) missing values | Missing |
Name has a high cardinality: 17194 distinct values | Warning |
Nationality has a high cardinality: 164 distinct values | Warning |
RAM has a high cardinality: 102 distinct values | Warning |
RAM has 2085 (11.5%) missing values | Missing |
RB has a high cardinality: 99 distinct values | Warning |
RB has 2085 (11.5%) missing values | Missing |
RCB has a high cardinality: 109 distinct values | Warning |
RCB has 2085 (11.5%) missing values | Missing |
RCM has a high cardinality: 93 distinct values | Warning |
RCM has 2085 (11.5%) missing values | Missing |
RDM has a high cardinality: 100 distinct values | Warning |
RDM has 2085 (11.5%) missing values | Missing |
Release_Clause has a high cardinality: 1245 distinct values | Warning |
Release_Clause has 1564 (8.6%) missing values | Missing |
RF has a high cardinality: 103 distinct values | Warning |
RF has 2085 (11.5%) missing values | Missing |
RM has a high cardinality: 101 distinct values | Warning |
RM has 2085 (11.5%) missing values | Missing |
RS has a high cardinality: 94 distinct values | Warning |
RS has 2085 (11.5%) missing values | Missing |
RW has a high cardinality: 106 distinct values | Warning |
RW has 2085 (11.5%) missing values | Missing |
RWB has a high cardinality: 96 distinct values | Warning |
RWB has 2085 (11.5%) missing values | Missing |
ShortPassing is highly correlated with BallControl (ρ = 0.91145) | Rejected |
SlidingTackle is highly correlated with Interceptions (ρ = 0.92828) | Rejected |
Special is highly correlated with ShortPassing (ρ = 0.90673) | Rejected |
SprintSpeed is highly correlated with Acceleration (ρ = 0.92193) | Rejected |
ST has a high cardinality: 94 distinct values | Warning |
ST has 2085 (11.5%) missing values | Missing |
StandingTackle is highly correlated with SlidingTackle (ρ = 0.97466) | Rejected |
Value has a high cardinality: 217 distinct values | Warning |
Wage has a high cardinality: 144 distinct values | Warning |
Weight has a high cardinality: 58 distinct values | Warning |
Acceleration
Numeric
| Distinct count | 87 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 64.614 |
|---|---|
| Minimum | 12 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 57 |
| Median | 67 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 97 |
| Range | 85 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.928 |
|---|---|
| Coef of variation | 0.23103 |
| Kurtosis | 0.46964 |
| Mean | 64.614 |
| MAD | 11.563 |
| Skewness | -0.8153 |
| Sum | 1.1733e+06 |
| Variance | 222.84 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 69 | 759 | < 0.1% | |
| 68 | 741 | < 0.1% | |
| 67 | 685 | < 0.1% | |
| 74 | 614 | < 0.1% | |
| 66 | 608 | < 0.1% | |
| 65 | 568 | < 0.1% | |
| 75 | 568 | < 0.1% | |
| 72 | 549 | < 0.1% | |
| 78 | 528 | < 0.1% | |
| 73 | 527 | < 0.1% | |
| Other values (76) | 12012 | 66.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 14 | 3 | < 0.1% | |
| 15 | 17 | < 0.1% | |
| 16 | 13 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 2 | < 0.1% | |
| 96 | 2 | < 0.1% | |
| 95 | 8 | < 0.1% | |
| 94 | 25 | < 0.1% | |
| 93 | 41 | < 0.1% |
Age
Numeric
| Distinct count | 29 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.122 |
|---|---|
| Minimum | 16 |
| Maximum | 45 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 21 |
| Median | 25 |
| Q3 | 28 |
| 95-th percentile | 33 |
| Maximum | 45 |
| Range | 29 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 4.6699 |
|---|---|
| Coef of variation | 0.18589 |
| Kurtosis | -0.45951 |
| Mean | 25.122 |
| MAD | 3.8585 |
| Skewness | 0.39176 |
| Sum | 4.574e+05 |
| Variance | 21.808 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 21 | 1423 | 7.8% | |
| 26 | 1387 | 7.6% | |
| 24 | 1358 | 7.5% | |
| 22 | 1340 | 7.4% | |
| 23 | 1332 | 7.3% | |
| 25 | 1319 | 7.2% | |
| 20 | 1240 | 6.8% | |
| 27 | 1162 | 6.4% | |
| 28 | 1101 | 6.0% | |
| 19 | 1024 | 5.6% | |
| Other values (19) | 5521 | 30.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 42 | < 0.1% | |
| 17 | 289 | < 0.1% | |
| 18 | 732 | < 0.1% | |
| 19 | 1024 | 5.6% | |
| 20 | 1240 | 6.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 45 | 1 | < 0.1% | |
| 44 | 2 | < 0.1% | |
| 42 | 1 | < 0.1% | |
| 41 | 5 | < 0.1% | |
| 40 | 13 | < 0.1% |
Aggression
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.869 |
|---|---|
| Minimum | 11 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 44 |
| Median | 59 |
| Q3 | 69 |
| 95-th percentile | 80 |
| Maximum | 95 |
| Range | 84 |
| Interquartile range | 25 |
Descriptive statistics
| Standard deviation | 17.368 |
|---|---|
| Coef of variation | 0.31087 |
| Kurtosis | -0.63114 |
| Mean | 55.869 |
| MAD | 14.355 |
| Skewness | -0.43217 |
| Sum | 1.0145e+06 |
| Variance | 301.65 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 65 | 516 | < 0.1% | |
| 68 | 514 | < 0.1% | |
| 70 | 489 | < 0.1% | |
| 60 | 464 | < 0.1% | |
| 58 | 458 | < 0.1% | |
| 55 | 432 | < 0.1% | |
| 72 | 427 | < 0.1% | |
| 62 | 427 | < 0.1% | |
| 66 | 424 | < 0.1% | |
| 59 | 421 | < 0.1% | |
| Other values (75) | 13587 | 74.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 11 | 5 | < 0.1% | |
| 12 | 12 | < 0.1% | |
| 13 | 17 | < 0.1% | |
| 14 | 11 | < 0.1% | |
| 15 | 25 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 8 | < 0.1% | |
| 93 | 3 | < 0.1% | |
| 92 | 16 | < 0.1% | |
| 91 | 13 | < 0.1% |
Agility
Numeric
| Distinct count | 82 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.504 |
|---|---|
| Minimum | 14 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 55 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 85 |
| Maximum | 96 |
| Range | 82 |
| Interquartile range | 19 |
Descriptive statistics
| Standard deviation | 14.766 |
|---|---|
| Coef of variation | 0.23252 |
| Kurtosis | -0.068599 |
| Mean | 63.504 |
| MAD | 11.715 |
| Skewness | -0.59942 |
| Sum | 1.1532e+06 |
| Variance | 218.04 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 68 | 601 | < 0.1% | |
| 70 | 568 | < 0.1% | |
| 72 | 565 | < 0.1% | |
| 69 | 556 | < 0.1% | |
| 66 | 550 | < 0.1% | |
| 71 | 543 | < 0.1% | |
| 67 | 542 | < 0.1% | |
| 73 | 536 | < 0.1% | |
| 74 | 522 | < 0.1% | |
| 65 | 521 | < 0.1% | |
| Other values (71) | 12655 | 69.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 18 | 4 | < 0.1% | |
| 19 | 6 | < 0.1% | |
| 20 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 4 | < 0.1% | |
| 94 | 19 | < 0.1% | |
| 93 | 38 | < 0.1% | |
| 92 | 64 | < 0.1% |
Balance
Numeric
| Distinct count | 82 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.967 |
|---|---|
| Minimum | 16 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 56 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 96 |
| Range | 80 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.136 |
|---|---|
| Coef of variation | 0.22099 |
| Kurtosis | 0.093969 |
| Mean | 63.967 |
| MAD | 11.154 |
| Skewness | -0.58327 |
| Sum | 1.1616e+06 |
| Variance | 199.83 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 68 | 604 | < 0.1% | |
| 70 | 594 | < 0.1% | |
| 66 | 589 | < 0.1% | |
| 65 | 589 | < 0.1% | |
| 67 | 587 | < 0.1% | |
| 69 | 574 | < 0.1% | |
| 71 | 559 | < 0.1% | |
| 72 | 548 | < 0.1% | |
| 74 | 534 | < 0.1% | |
| 73 | 524 | < 0.1% | |
| Other values (71) | 12457 | 68.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 3 | < 0.1% | |
| 17 | 3 | < 0.1% | |
| 18 | 3 | < 0.1% | |
| 19 | 3 | < 0.1% | |
| 20 | 7 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 5 | < 0.1% | |
| 95 | 7 | < 0.1% | |
| 94 | 23 | < 0.1% | |
| 93 | 42 | < 0.1% | |
| 92 | 60 | < 0.1% |
BallControl
Numeric
| Distinct count | 91 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 58.369 |
|---|---|
| Minimum | 5 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 54 |
| Median | 63 |
| Q3 | 69 |
| 95-th percentile | 77 |
| Maximum | 96 |
| Range | 91 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 16.687 |
|---|---|
| Coef of variation | 0.28588 |
| Kurtosis | 1.0301 |
| Mean | 58.369 |
| MAD | 12.339 |
| Skewness | -1.2679 |
| Sum | 1.0599e+06 |
| Variance | 278.44 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 65 | 807 | < 0.1% | |
| 64 | 778 | < 0.1% | |
| 66 | 733 | < 0.1% | |
| 62 | 732 | < 0.1% | |
| 68 | 721 | < 0.1% | |
| 63 | 711 | < 0.1% | |
| 67 | 704 | < 0.1% | |
| 60 | 642 | < 0.1% | |
| 70 | 634 | < 0.1% | |
| 61 | 589 | < 0.1% | |
| Other values (80) | 11108 | 61.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 9 | 5 | < 0.1% | |
| 10 | 47 | < 0.1% | |
| 11 | 59 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 3 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 4 | < 0.1% |
Body_Type
Categorical
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Normal | |
|---|---|
| Lean | |
| Stocky | 1140 |
| Other values (7) | 7 |
| (Missing) | 48 |
| Value | Count | Frequency (%) | |
| Normal | 10595 | 58.2% | |
| Lean | 6417 | 35.2% | |
| Stocky | 1140 | 6.3% | |
| Akinfenwa | 1 | < 0.1% | |
| Messi | 1 | < 0.1% | |
| Shaqiri | 1 | < 0.1% | |
| Courtois | 1 | < 0.1% | |
| Neymar | 1 | < 0.1% | |
| C. Ronaldo | 1 | < 0.1% | |
| PLAYER_BODY_TYPE_25 | 1 | < 0.1% | |
| (Missing) | 48 | < 0.1% |
| Max length | 19 |
|---|---|
| Mean length | 5.2884 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
CAM
Categorical
| Distinct count | 102 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 744 |
|---|---|
| 62+2 | 722 |
| 60+2 | 702 |
| Other values (98) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 744 | < 0.1% | |
| 62+2 | 722 | < 0.1% | |
| 60+2 | 702 | < 0.1% | |
| 63+2 | 675 | < 0.1% | |
| 59+2 | 674 | < 0.1% | |
| 58+2 | 668 | < 0.1% | |
| 64+2 | 661 | < 0.1% | |
| 65+2 | 643 | < 0.1% | |
| 66+2 | 609 | < 0.1% | |
| 57+2 | 607 | < 0.1% | |
| Other values (91) | 9417 | 51.7% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
CB
Categorical
| Distinct count | 109 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 63+2 | 634 |
|---|---|
| 62+2 | 618 |
| 64+2 | 591 |
| Other values (105) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 63+2 | 634 | < 0.1% | |
| 62+2 | 618 | < 0.1% | |
| 64+2 | 591 | < 0.1% | |
| 65+2 | 580 | < 0.1% | |
| 61+2 | 569 | < 0.1% | |
| 66+2 | 533 | < 0.1% | |
| 60+2 | 499 | < 0.1% | |
| 67+2 | 477 | < 0.1% | |
| 68+2 | 476 | < 0.1% | |
| 59+2 | 475 | < 0.1% | |
| Other values (98) | 10670 | 58.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
CDM
Categorical
| Distinct count | 100 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 62+2 | 660 |
|---|---|
| 60+2 | 620 |
| 61+2 | 620 |
| Other values (96) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 62+2 | 660 | < 0.1% | |
| 60+2 | 620 | < 0.1% | |
| 61+2 | 620 | < 0.1% | |
| 59+2 | 592 | < 0.1% | |
| 64+2 | 592 | < 0.1% | |
| 63+2 | 573 | < 0.1% | |
| 58+2 | 565 | < 0.1% | |
| 65+2 | 539 | < 0.1% | |
| 57+2 | 529 | < 0.1% | |
| 66+2 | 524 | < 0.1% | |
| Other values (89) | 10308 | 56.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
CF
Categorical
| Distinct count | 103 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 713 |
|---|---|
| 63+2 | 694 |
| 62+2 | 686 |
| Other values (99) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 713 | < 0.1% | |
| 63+2 | 694 | < 0.1% | |
| 62+2 | 686 | < 0.1% | |
| 60+2 | 677 | < 0.1% | |
| 64+2 | 676 | < 0.1% | |
| 59+2 | 666 | < 0.1% | |
| 58+2 | 637 | < 0.1% | |
| 65+2 | 637 | < 0.1% | |
| 66+2 | 602 | < 0.1% | |
| 57+2 | 591 | < 0.1% | |
| Other values (92) | 9543 | 52.4% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Club
Categorical
| Distinct count | 652 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 241 |
| Empoli | 33 |
|---|---|
| Rayo Vallecano | 33 |
| Manchester United | 33 |
| Other values (648) | |
| (Missing) | 241 |
| Value | Count | Frequency (%) | |
| Empoli | 33 | < 0.1% | |
| Rayo Vallecano | 33 | < 0.1% | |
| Manchester United | 33 | < 0.1% | |
| Cardiff City | 33 | < 0.1% | |
| Liverpool | 33 | < 0.1% | |
| Manchester City | 33 | < 0.1% | |
| Newcastle United | 33 | < 0.1% | |
| RC Celta | 33 | < 0.1% | |
| Atlético Madrid | 33 | < 0.1% | |
| Southampton | 33 | < 0.1% | |
| Other values (641) | 17636 | > 99.9% | |
| (Missing) | 241 | < 0.1% |
| Max length | 35 |
|---|---|
| Mean length | 13.305 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Club_Logo
URL
| Distinct count | 679 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Value | Count | Frequency (%) | |
| https://cdn.sofifa.org/teams/2/light/7.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/5.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/22.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/13.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/1796.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/10029.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/111657.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/241.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/9.png | 33 | < 0.1% | |
| https://cdn.sofifa.org/teams/2/light/100888.png | 33 | < 0.1% | |
| Other values (669) | 17877 | > 99.9% |
| Value | Count | Frequency (%) | |
| https | 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| cdn.sofifa.org | 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| /teams/2/light/7.png | 33 | < 0.1% | |
| /teams/2/light/5.png | 33 | < 0.1% | |
| /teams/2/light/18.png | 33 | < 0.1% | |
| /teams/2/light/13.png | 33 | < 0.1% | |
| /teams/2/light/17.png | 33 | < 0.1% | |
| /teams/2/light/110636.png | 33 | < 0.1% | |
| /teams/2/light/11.png | 33 | < 0.1% | |
| /teams/2/light/240.png | 33 | < 0.1% | |
| /teams/2/light/1.png | 33 | < 0.1% | |
| /teams/2/light/241.png | 33 | < 0.1% | |
| Other values (669) | 17877 | > 99.9% |
| Value | Count | Frequency (%) | |
| 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| 18207 | 100.0% |
CM
Categorical
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 58+2 | 762 |
|---|---|
| 62+2 | 747 |
| 60+2 | 743 |
| Other values (89) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 58+2 | 762 | < 0.1% | |
| 62+2 | 747 | < 0.1% | |
| 60+2 | 743 | < 0.1% | |
| 61+2 | 731 | < 0.1% | |
| 59+2 | 726 | < 0.1% | |
| 57+2 | 665 | < 0.1% | |
| 56+2 | 654 | < 0.1% | |
| 63+2 | 648 | < 0.1% | |
| 55+2 | 645 | < 0.1% | |
| 64+2 | 636 | < 0.1% | |
| Other values (82) | 9165 | 50.3% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Composure
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 58.648 |
|---|---|
| Minimum | 3 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 51 |
| Median | 60 |
| Q3 | 67 |
| 95-th percentile | 76 |
| Maximum | 96 |
| Range | 93 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 11.436 |
|---|---|
| Coef of variation | 0.195 |
| Kurtosis | 0.2144 |
| Mean | 58.648 |
| MAD | 9.0891 |
| Skewness | -0.38103 |
| Sum | 1.065e+06 |
| Variance | 130.79 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 60 | 743 | < 0.1% | |
| 58 | 698 | < 0.1% | |
| 62 | 690 | < 0.1% | |
| 65 | 689 | < 0.1% | |
| 55 | 664 | < 0.1% | |
| 64 | 643 | < 0.1% | |
| 59 | 616 | < 0.1% | |
| 63 | 601 | < 0.1% | |
| 68 | 593 | < 0.1% | |
| 66 | 560 | < 0.1% | |
| Other values (74) | 11662 | 64.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| 13 | 3 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 15 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% |
Contract_Valid_Until
Categorical
| Distinct count | 37 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 289 |
| 2019 | |
|---|---|
| 2021 | |
| 2020 | |
| Other values (33) |
| Value | Count | Frequency (%) | |
| 2019 | 4819 | 26.5% | |
| 2021 | 4360 | 23.9% | |
| 2020 | 4027 | 22.1% | |
| 2022 | 1477 | 8.1% | |
| 2023 | 1053 | 5.8% | |
| Jun 30, 2019 | 931 | 5.1% | |
| 2018 | 886 | < 0.1% | |
| Dec 31, 2018 | 144 | < 0.1% | |
| May 31, 2019 | 60 | < 0.1% | |
| Jan 1, 2019 | 51 | < 0.1% | |
| Other values (26) | 110 | < 0.1% | |
| (Missing) | 289 | < 0.1% |
| Max length | 12 |
|---|---|
| Mean length | 4.5353 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Crossing
Numeric
| Distinct count | 90 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.734 |
|---|---|
| Minimum | 5 |
| Maximum | 93 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 38 |
| Median | 54 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 93 |
| Range | 88 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 18.365 |
|---|---|
| Coef of variation | 0.36925 |
| Kurtosis | -0.54331 |
| Mean | 49.734 |
| MAD | 15.163 |
| Skewness | -0.59448 |
| Sum | 9.0312e+05 |
| Variance | 337.26 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 65 | 528 | < 0.1% | |
| 62 | 528 | < 0.1% | |
| 60 | 518 | < 0.1% | |
| 59 | 508 | < 0.1% | |
| 64 | 497 | < 0.1% | |
| 58 | 491 | < 0.1% | |
| 63 | 465 | < 0.1% | |
| 61 | 446 | < 0.1% | |
| 55 | 431 | < 0.1% | |
| 66 | 429 | < 0.1% | |
| Other values (79) | 13318 | 73.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 9 | < 0.1% | |
| 8 | 23 | < 0.1% | |
| 9 | 39 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 4 | < 0.1% | |
| 90 | 3 | < 0.1% | |
| 89 | 2 | < 0.1% |
Curve
Numeric
| Distinct count | 90 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.171 |
|---|---|
| Minimum | 6 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 34 |
| Median | 48 |
| Q3 | 62 |
| 95-th percentile | 75 |
| Maximum | 94 |
| Range | 88 |
| Interquartile range | 28 |
Descriptive statistics
| Standard deviation | 18.395 |
|---|---|
| Coef of variation | 0.38997 |
| Kurtosis | -0.74397 |
| Mean | 47.171 |
| MAD | 15.28 |
| Skewness | -0.23819 |
| Sum | 8.5658e+05 |
| Variance | 338.39 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 58 | 400 | < 0.1% | |
| 48 | 393 | < 0.1% | |
| 45 | 391 | < 0.1% | |
| 60 | 376 | < 0.1% | |
| 49 | 369 | < 0.1% | |
| 64 | 368 | < 0.1% | |
| 55 | 367 | < 0.1% | |
| 42 | 363 | < 0.1% | |
| 65 | 361 | < 0.1% | |
| 59 | 352 | < 0.1% | |
| Other values (79) | 14419 | 79.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 4 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 8 | 11 | < 0.1% | |
| 9 | 41 | < 0.1% | |
| 10 | 147 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 6 | < 0.1% |
Dribbling
Highly correlated
This variable is highly correlated with BallControl and should be ignored for analysis
| Correlation | 0.93894 |
|---|
Finishing
Numeric
| Distinct count | 94 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 45.551 |
|---|---|
| Minimum | 2 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 30 |
| Median | 49 |
| Q3 | 62 |
| 95-th percentile | 73 |
| Maximum | 95 |
| Range | 93 |
| Interquartile range | 32 |
Descriptive statistics
| Standard deviation | 19.526 |
|---|---|
| Coef of variation | 0.42866 |
| Kurtosis | -0.97261 |
| Mean | 45.551 |
| MAD | 16.772 |
| Skewness | -0.30088 |
| Sum | 8.2716e+05 |
| Variance | 381.26 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 58 | 462 | < 0.1% | |
| 59 | 433 | < 0.1% | |
| 62 | 430 | < 0.1% | |
| 60 | 427 | < 0.1% | |
| 65 | 424 | < 0.1% | |
| 66 | 401 | < 0.1% | |
| 64 | 399 | < 0.1% | |
| 57 | 384 | < 0.1% | |
| 61 | 382 | < 0.1% | |
| 55 | 374 | < 0.1% | |
| Other values (83) | 14043 | 77.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 2 | < 0.1% | |
| 4 | 5 | < 0.1% | |
| 5 | 80 | < 0.1% | |
| 6 | 95 | < 0.1% | |
| 7 | 115 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 2 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 2 | < 0.1% |
FKAccuracy
Numeric
| Distinct count | 91 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 42.863 |
|---|---|
| Minimum | 3 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 31 |
| Median | 41 |
| Q3 | 57 |
| 95-th percentile | 72 |
| Maximum | 94 |
| Range | 91 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 17.479 |
|---|---|
| Coef of variation | 0.40778 |
| Kurtosis | -0.71834 |
| Mean | 42.863 |
| MAD | 14.429 |
| Skewness | 0.10212 |
| Sum | 7.7835e+05 |
| Variance | 305.51 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 42 | 485 | < 0.1% | |
| 40 | 479 | < 0.1% | |
| 32 | 473 | < 0.1% | |
| 35 | 458 | < 0.1% | |
| 39 | 441 | < 0.1% | |
| 34 | 437 | < 0.1% | |
| 30 | 423 | < 0.1% | |
| 38 | 407 | < 0.1% | |
| 31 | 395 | < 0.1% | |
| 33 | 393 | < 0.1% | |
| Other values (80) | 13768 | 75.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 20 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 2 | < 0.1% |
Flag
URL
| Distinct count | 164 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Value | Count | Frequency (%) | |
| https://cdn.sofifa.org/flags/14.png | 1662 | 9.1% | |
| https://cdn.sofifa.org/flags/21.png | 1198 | 6.6% | |
| https://cdn.sofifa.org/flags/45.png | 1072 | 5.9% | |
| https://cdn.sofifa.org/flags/52.png | 937 | 5.1% | |
| https://cdn.sofifa.org/flags/18.png | 914 | 5.0% | |
| https://cdn.sofifa.org/flags/54.png | 827 | < 0.1% | |
| https://cdn.sofifa.org/flags/27.png | 702 | < 0.1% | |
| https://cdn.sofifa.org/flags/56.png | 618 | < 0.1% | |
| https://cdn.sofifa.org/flags/163.png | 478 | < 0.1% | |
| https://cdn.sofifa.org/flags/34.png | 453 | < 0.1% | |
| Other values (154) | 9346 | 51.3% |
| Value | Count | Frequency (%) | |
| https | 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| cdn.sofifa.org | 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| /flags/14.png | 1662 | 9.1% | |
| /flags/21.png | 1198 | 6.6% | |
| /flags/45.png | 1072 | 5.9% | |
| /flags/52.png | 937 | 5.1% | |
| /flags/18.png | 914 | 5.0% | |
| /flags/54.png | 827 | < 0.1% | |
| /flags/27.png | 702 | < 0.1% | |
| /flags/56.png | 618 | < 0.1% | |
| /flags/163.png | 478 | < 0.1% | |
| /flags/34.png | 453 | < 0.1% | |
| Other values (154) | 9346 | 51.3% |
| Value | Count | Frequency (%) | |
| 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| 18207 | 100.0% |
GKDiving
Numeric
| Distinct count | 72 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.616 |
|---|---|
| Minimum | 1 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 8 |
| Median | 11 |
| Q3 | 14 |
| 95-th percentile | 66 |
| Maximum | 90 |
| Range | 89 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 17.695 |
|---|---|
| Coef of variation | 1.0649 |
| Kurtosis | 4.4459 |
| Mean | 16.616 |
| MAD | 10.878 |
| Skewness | 2.441 |
| Sum | 3.0173e+05 |
| Variance | 313.13 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 8 | 1617 | 8.9% | |
| 9 | 1586 | 8.7% | |
| 7 | 1581 | 8.7% | |
| 12 | 1575 | 8.7% | |
| 14 | 1564 | 8.6% | |
| 10 | 1563 | 8.6% | |
| 13 | 1551 | 8.5% | |
| 11 | 1500 | 8.2% | |
| 6 | 1305 | 7.2% | |
| 15 | 1236 | 6.8% | |
| Other values (61) | 3081 | 16.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 27 | < 0.1% | |
| 2 | 6 | < 0.1% | |
| 3 | 19 | < 0.1% | |
| 4 | 27 | < 0.1% | |
| 5 | 388 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 3 | < 0.1% | |
| 88 | 3 | < 0.1% | |
| 87 | 3 | < 0.1% | |
| 86 | 4 | < 0.1% | |
| 85 | 8 | < 0.1% |
GKHandling
Highly correlated
This variable is highly correlated with GKDiving and should be ignored for analysis
| Correlation | 0.97028 |
|---|
GKKicking
Highly correlated
This variable is highly correlated with GKHandling and should be ignored for analysis
| Correlation | 0.96524 |
|---|
GKPositioning
Highly correlated
This variable is highly correlated with GKKicking and should be ignored for analysis
| Correlation | 0.96434 |
|---|
GKReflexes
Highly correlated
This variable is highly correlated with GKPositioning and should be ignored for analysis
| Correlation | 0.97013 |
|---|
HeadingAccuracy
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.298 |
|---|---|
| Minimum | 4 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 44 |
| Median | 56 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 94 |
| Range | 90 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 17.38 |
|---|---|
| Coef of variation | 0.33232 |
| Kurtosis | 0.29251 |
| Mean | 52.298 |
| MAD | 13.397 |
| Skewness | -0.88513 |
| Sum | 9.4968e+05 |
| Variance | 302.06 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 58 | 646 | < 0.1% | |
| 59 | 572 | < 0.1% | |
| 60 | 571 | < 0.1% | |
| 55 | 565 | < 0.1% | |
| 62 | 528 | < 0.1% | |
| 65 | 510 | < 0.1% | |
| 61 | 485 | < 0.1% | |
| 64 | 483 | < 0.1% | |
| 54 | 481 | < 0.1% | |
| 57 | 471 | < 0.1% | |
| Other values (81) | 12847 | 70.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 2 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 8 | 20 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 93 | 3 | < 0.1% | |
| 92 | 3 | < 0.1% | |
| 91 | 4 | < 0.1% | |
| 90 | 6 | < 0.1% |
Height
Categorical
| Distinct count | 22 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| 6'0 | |
|---|---|
| 5'10 | |
| 5'9 | |
| Other values (18) |
| Value | Count | Frequency (%) | |
| 6'0 | 2881 | 15.8% | |
| 5'10 | 2479 | 13.6% | |
| 5'9 | 2238 | 12.3% | |
| 5'11 | 2159 | 11.9% | |
| 6'2 | 2015 | 11.1% | |
| 6'1 | 1908 | 10.5% | |
| 6'3 | 990 | 5.4% | |
| 5'8 | 946 | 5.2% | |
| 5'7 | 905 | < 0.1% | |
| 6'4 | 749 | < 0.1% | |
| Other values (11) | 889 | < 0.1% |
| Max length | 4 |
|---|---|
| Mean length | 3.2547 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
ID
Numeric
| Distinct count | 18207 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.143e+05 |
|---|---|
| Minimum | 16 |
| Maximum | 2.4662e+05 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 1.6396e+05 |
| Q1 | 2.0032e+05 |
| Median | 2.2176e+05 |
| Q3 | 2.3653e+05 |
| 95-th percentile | 2.4474e+05 |
| Maximum | 2.4662e+05 |
| Range | 2.466e+05 |
| Interquartile range | 36214 |
Descriptive statistics
| Standard deviation | 29965 |
|---|---|
| Coef of variation | 0.13983 |
| Kurtosis | 9.6095 |
| Mean | 2.143e+05 |
| MAD | 21992 |
| Skewness | -2.268 |
| Sum | 3.9017e+09 |
| Variance | 8.9792e+08 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 2.3142e+05 | 1 | < 0.1% | |
| 2.2588e+05 | 1 | < 0.1% | |
| 2.0539e+05 | 1 | < 0.1% | |
| 2.4431e+05 | 1 | < 0.1% | |
| 2.0949e+05 | 1 | < 0.1% | |
| 2.2997e+05 | 1 | < 0.1% | |
| 2.013e+05 | 1 | < 0.1% | |
| 2.4326e+05 | 1 | < 0.1% | |
| 2.1564e+05 | 1 | < 0.1% | |
| 2.1384e+05 | 1 | < 0.1% | |
| Other values (18197) | 18197 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 80 | 1 | < 0.1% | |
| 164 | 1 | < 0.1% | |
| 657 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2.4662e+05 | 1 | < 0.1% | |
| 2.4662e+05 | 1 | < 0.1% | |
| 2.4662e+05 | 1 | < 0.1% | |
| 2.4661e+05 | 1 | < 0.1% | |
| 2.4661e+05 | 1 | < 0.1% |
Interceptions
Numeric
| Distinct count | 90 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.698 |
|---|---|
| Minimum | 3 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 26 |
| Median | 52 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 92 |
| Range | 89 |
| Interquartile range | 38 |
Descriptive statistics
| Standard deviation | 20.697 |
|---|---|
| Coef of variation | 0.4432 |
| Kurtosis | -1.2643 |
| Mean | 46.698 |
| MAD | 18.38 |
| Skewness | -0.26839 |
| Sum | 8.4799e+05 |
| Variance | 428.36 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 62 | 509 | < 0.1% | |
| 66 | 505 | < 0.1% | |
| 65 | 493 | < 0.1% | |
| 63 | 477 | < 0.1% | |
| 64 | 465 | < 0.1% | |
| 60 | 428 | < 0.1% | |
| 68 | 408 | < 0.1% | |
| 58 | 402 | < 0.1% | |
| 67 | 389 | < 0.1% | |
| 22 | 373 | < 0.1% | |
| Other values (79) | 13710 | 75.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 6 | < 0.1% | |
| 6 | 46 | < 0.1% | |
| 7 | 46 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 2 | < 0.1% | |
| 90 | 3 | < 0.1% | |
| 89 | 3 | < 0.1% | |
| 88 | 5 | < 0.1% | |
| 87 | 12 | < 0.1% |
International_Reputation
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1132 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.39403 |
|---|---|
| Coef of variation | 0.35396 |
| Kurtosis | 18.961 |
| Mean | 1.1132 |
| MAD | 0.20616 |
| Skewness | 4.0604 |
| Sum | 20215 |
| Variance | 0.15526 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 1 | 16532 | 90.8% | |
| 2 | 1261 | 6.9% | |
| 3 | 309 | < 0.1% | |
| 4 | 51 | < 0.1% | |
| 5 | 6 | < 0.1% | |
| (Missing) | 48 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 16532 | 90.8% | |
| 2 | 1261 | 6.9% | |
| 3 | 309 | < 0.1% | |
| 4 | 51 | < 0.1% | |
| 5 | 6 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 6 | < 0.1% | |
| 4 | 51 | < 0.1% | |
| 3 | 309 | < 0.1% | |
| 2 | 1261 | 6.9% | |
| 1 | 16532 | 90.8% |
Jersey_Number
Numeric
| Distinct count | 100 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 60 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19.546 |
|---|---|
| Minimum | 1 |
| Maximum | 99 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| Median | 17 |
| Q3 | 26 |
| 95-th percentile | 44 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 15.948 |
|---|---|
| Coef of variation | 0.81591 |
| Kurtosis | 7.1353 |
| Mean | 19.546 |
| MAD | 11.099 |
| Skewness | 2.1855 |
| Sum | 3.547e+05 |
| Variance | 254.33 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 8 | 612 | < 0.1% | |
| 7 | 604 | < 0.1% | |
| 10 | 593 | < 0.1% | |
| 11 | 590 | < 0.1% | |
| 6 | 586 | < 0.1% | |
| 5 | 579 | < 0.1% | |
| 9 | 577 | < 0.1% | |
| 4 | 573 | < 0.1% | |
| 20 | 568 | < 0.1% | |
| 1 | 566 | < 0.1% | |
| Other values (89) | 12299 | 67.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 566 | < 0.1% | |
| 2 | 519 | < 0.1% | |
| 3 | 547 | < 0.1% | |
| 4 | 573 | < 0.1% | |
| 5 | 579 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 99 | 70 | < 0.1% | |
| 98 | 21 | < 0.1% | |
| 97 | 16 | < 0.1% | |
| 96 | 13 | < 0.1% | |
| 95 | 12 | < 0.1% |
Joined
Categorical
| Distinct count | 1737 |
|---|---|
| Unique (%) | 9.5% |
| Missing (%) | 8.5% |
| Missing (n) | 1553 |
| Jul 1, 2018 | 1538 |
|---|---|
| Jul 1, 2017 | 1133 |
| Jan 1, 2018 | 635 |
| Other values (1733) | |
| (Missing) | 1553 |
| Value | Count | Frequency (%) | |
| Jul 1, 2018 | 1538 | 8.4% | |
| Jul 1, 2017 | 1133 | 6.2% | |
| Jan 1, 2018 | 635 | < 0.1% | |
| Jul 1, 2016 | 614 | < 0.1% | |
| Jul 1, 2015 | 368 | < 0.1% | |
| Jan 1, 2017 | 231 | < 0.1% | |
| Jul 1, 2014 | 226 | < 0.1% | |
| Jan 1, 2016 | 180 | < 0.1% | |
| Jul 1, 2013 | 156 | < 0.1% | |
| Jan 1, 2015 | 143 | < 0.1% | |
| Other values (1726) | 11430 | 62.8% | |
| (Missing) | 1553 | 8.5% |
| Max length | 12 |
|---|---|
| Mean length | 10.692 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
Jumping
Numeric
| Distinct count | 75 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.089 |
|---|---|
| Minimum | 15 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 58 |
| Median | 66 |
| Q3 | 73 |
| 95-th percentile | 83 |
| Maximum | 95 |
| Range | 80 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 11.82 |
|---|---|
| Coef of variation | 0.1816 |
| Kurtosis | 0.32485 |
| Mean | 65.089 |
| MAD | 9.268 |
| Skewness | -0.45432 |
| Sum | 1.182e+06 |
| Variance | 139.71 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 70 | 718 | < 0.1% | |
| 72 | 651 | < 0.1% | |
| 68 | 647 | < 0.1% | |
| 71 | 631 | < 0.1% | |
| 65 | 626 | < 0.1% | |
| 63 | 624 | < 0.1% | |
| 67 | 621 | < 0.1% | |
| 73 | 616 | < 0.1% | |
| 64 | 600 | < 0.1% | |
| 69 | 593 | < 0.1% | |
| Other values (64) | 11832 | 65.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 26 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 5 | < 0.1% | |
| 93 | 18 | < 0.1% | |
| 92 | 45 | < 0.1% | |
| 91 | 75 | < 0.1% |
LAM
Categorical
| Distinct count | 102 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 744 |
|---|---|
| 62+2 | 722 |
| 60+2 | 702 |
| Other values (98) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 744 | < 0.1% | |
| 62+2 | 722 | < 0.1% | |
| 60+2 | 702 | < 0.1% | |
| 63+2 | 675 | < 0.1% | |
| 59+2 | 674 | < 0.1% | |
| 58+2 | 668 | < 0.1% | |
| 64+2 | 661 | < 0.1% | |
| 65+2 | 643 | < 0.1% | |
| 66+2 | 609 | < 0.1% | |
| 57+2 | 607 | < 0.1% | |
| Other values (91) | 9417 | 51.7% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LB
Categorical
| Distinct count | 99 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 669 |
|---|---|
| 58+2 | 659 |
| 59+2 | 653 |
| Other values (95) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 669 | < 0.1% | |
| 58+2 | 659 | < 0.1% | |
| 59+2 | 653 | < 0.1% | |
| 63+2 | 652 | < 0.1% | |
| 64+2 | 646 | < 0.1% | |
| 60+2 | 629 | < 0.1% | |
| 62+2 | 600 | < 0.1% | |
| 57+2 | 571 | < 0.1% | |
| 65+2 | 568 | < 0.1% | |
| 54+2 | 540 | < 0.1% | |
| Other values (88) | 9935 | 54.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LCB
Categorical
| Distinct count | 109 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 63+2 | 634 |
|---|---|
| 62+2 | 618 |
| 64+2 | 591 |
| Other values (105) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 63+2 | 634 | < 0.1% | |
| 62+2 | 618 | < 0.1% | |
| 64+2 | 591 | < 0.1% | |
| 65+2 | 580 | < 0.1% | |
| 61+2 | 569 | < 0.1% | |
| 66+2 | 533 | < 0.1% | |
| 60+2 | 499 | < 0.1% | |
| 67+2 | 477 | < 0.1% | |
| 68+2 | 476 | < 0.1% | |
| 59+2 | 475 | < 0.1% | |
| Other values (98) | 10670 | 58.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LCM
Categorical
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 58+2 | 762 |
|---|---|
| 62+2 | 747 |
| 60+2 | 743 |
| Other values (89) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 58+2 | 762 | < 0.1% | |
| 62+2 | 747 | < 0.1% | |
| 60+2 | 743 | < 0.1% | |
| 61+2 | 731 | < 0.1% | |
| 59+2 | 726 | < 0.1% | |
| 57+2 | 665 | < 0.1% | |
| 56+2 | 654 | < 0.1% | |
| 63+2 | 648 | < 0.1% | |
| 55+2 | 645 | < 0.1% | |
| 64+2 | 636 | < 0.1% | |
| Other values (82) | 9165 | 50.3% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LDM
Categorical
| Distinct count | 100 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 62+2 | 660 |
|---|---|
| 60+2 | 620 |
| 61+2 | 620 |
| Other values (96) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 62+2 | 660 | < 0.1% | |
| 60+2 | 620 | < 0.1% | |
| 61+2 | 620 | < 0.1% | |
| 59+2 | 592 | < 0.1% | |
| 64+2 | 592 | < 0.1% | |
| 63+2 | 573 | < 0.1% | |
| 58+2 | 565 | < 0.1% | |
| 65+2 | 539 | < 0.1% | |
| 57+2 | 529 | < 0.1% | |
| 66+2 | 524 | < 0.1% | |
| Other values (89) | 10308 | 56.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LF
Categorical
| Distinct count | 103 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 713 |
|---|---|
| 63+2 | 694 |
| 62+2 | 686 |
| Other values (99) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 713 | < 0.1% | |
| 63+2 | 694 | < 0.1% | |
| 62+2 | 686 | < 0.1% | |
| 60+2 | 677 | < 0.1% | |
| 64+2 | 676 | < 0.1% | |
| 59+2 | 666 | < 0.1% | |
| 58+2 | 637 | < 0.1% | |
| 65+2 | 637 | < 0.1% | |
| 66+2 | 602 | < 0.1% | |
| 57+2 | 591 | < 0.1% | |
| Other values (92) | 9543 | 52.4% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LM
Categorical
| Distinct count | 101 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 804 |
|---|---|
| 62+2 | 757 |
| 60+2 | 744 |
| Other values (97) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 804 | < 0.1% | |
| 62+2 | 757 | < 0.1% | |
| 60+2 | 744 | < 0.1% | |
| 63+2 | 742 | < 0.1% | |
| 64+2 | 715 | < 0.1% | |
| 65+2 | 701 | < 0.1% | |
| 59+2 | 689 | < 0.1% | |
| 66+2 | 665 | < 0.1% | |
| 67+2 | 619 | < 0.1% | |
| 57+2 | 608 | < 0.1% | |
| Other values (90) | 9078 | 49.9% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Loaned_From
Categorical
| Distinct count | 342 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 93.1% |
| Missing (n) | 16943 |
| Atalanta | 20 |
|---|---|
| Sassuolo | 18 |
| Juventus | 17 |
| Other values (338) | 1209 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Atalanta | 20 | < 0.1% | |
| Sassuolo | 18 | < 0.1% | |
| Juventus | 17 | < 0.1% | |
| SL Benfica | 17 | < 0.1% | |
| Sporting CP | 14 | < 0.1% | |
| Watford | 12 | < 0.1% | |
| Chelsea | 12 | < 0.1% | |
| FC Red Bull Salzburg | 12 | < 0.1% | |
| Inter | 12 | < 0.1% | |
| Leeds United | 12 | < 0.1% | |
| Other values (331) | 1118 | 6.1% | |
| (Missing) | 16943 | 93.1% |
| Max length | 35 |
|---|---|
| Mean length | 3.6559 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
LongPassing
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.712 |
|---|---|
| Minimum | 9 |
| Maximum | 93 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 43 |
| Median | 56 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 93 |
| Range | 84 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 15.328 |
|---|---|
| Coef of variation | 0.29079 |
| Kurtosis | -0.37654 |
| Mean | 52.712 |
| MAD | 12.475 |
| Skewness | -0.59564 |
| Sum | 9.572e+05 |
| Variance | 234.94 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 62 | 625 | < 0.1% | |
| 59 | 603 | < 0.1% | |
| 58 | 602 | < 0.1% | |
| 63 | 598 | < 0.1% | |
| 60 | 593 | < 0.1% | |
| 64 | 565 | < 0.1% | |
| 65 | 557 | < 0.1% | |
| 55 | 537 | < 0.1% | |
| 57 | 510 | < 0.1% | |
| 61 | 508 | < 0.1% | |
| Other values (74) | 12461 | 68.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9 | 3 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 11 | 11 | < 0.1% | |
| 12 | 18 | < 0.1% | |
| 13 | 22 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 2 | < 0.1% | |
| 89 | 4 | < 0.1% | |
| 88 | 2 | < 0.1% |
LongShots
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.11 |
|---|---|
| Minimum | 3 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 33 |
| Median | 51 |
| Q3 | 62 |
| 95-th percentile | 73 |
| Maximum | 94 |
| Range | 91 |
| Interquartile range | 29 |
Descriptive statistics
| Standard deviation | 19.261 |
|---|---|
| Coef of variation | 0.40884 |
| Kurtosis | -0.82051 |
| Mean | 47.11 |
| MAD | 16.267 |
| Skewness | -0.43227 |
| Sum | 8.5547e+05 |
| Variance | 370.97 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 59 | 508 | < 0.1% | |
| 58 | 496 | < 0.1% | |
| 62 | 485 | < 0.1% | |
| 65 | 436 | < 0.1% | |
| 55 | 435 | < 0.1% | |
| 64 | 430 | < 0.1% | |
| 60 | 408 | < 0.1% | |
| 56 | 401 | < 0.1% | |
| 52 | 395 | < 0.1% | |
| 63 | 385 | < 0.1% | |
| Other values (82) | 13780 | 75.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 6 | < 0.1% | |
| 5 | 84 | < 0.1% | |
| 6 | 110 | < 0.1% | |
| 7 | 107 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 2 | < 0.1% | |
| 91 | 2 | < 0.1% | |
| 90 | 2 | < 0.1% |
LS
Categorical
| Distinct count | 94 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 705 |
|---|---|
| 60+2 | 695 |
| 59+2 | 688 |
| Other values (90) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 705 | < 0.1% | |
| 60+2 | 695 | < 0.1% | |
| 59+2 | 688 | < 0.1% | |
| 63+2 | 667 | < 0.1% | |
| 64+2 | 666 | < 0.1% | |
| 58+2 | 661 | < 0.1% | |
| 57+2 | 651 | < 0.1% | |
| 62+2 | 623 | < 0.1% | |
| 56+2 | 602 | < 0.1% | |
| 54+2 | 571 | < 0.1% | |
| Other values (83) | 9593 | 52.7% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LW
Categorical
| Distinct count | 106 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 63+2 | 745 |
|---|---|
| 61+2 | 705 |
| 62+2 | 687 |
| Other values (102) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 63+2 | 745 | < 0.1% | |
| 61+2 | 705 | < 0.1% | |
| 62+2 | 687 | < 0.1% | |
| 59+2 | 678 | < 0.1% | |
| 60+2 | 678 | < 0.1% | |
| 64+2 | 677 | < 0.1% | |
| 65+2 | 673 | < 0.1% | |
| 66+2 | 626 | < 0.1% | |
| 57+2 | 608 | < 0.1% | |
| 58+2 | 604 | < 0.1% | |
| Other values (95) | 9441 | 51.9% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
LWB
Categorical
| Distinct count | 96 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 713 |
|---|---|
| 60+2 | 697 |
| 59+2 | 685 |
| Other values (92) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 713 | < 0.1% | |
| 60+2 | 697 | < 0.1% | |
| 59+2 | 685 | < 0.1% | |
| 56+2 | 679 | < 0.1% | |
| 62+2 | 677 | < 0.1% | |
| 57+2 | 629 | < 0.1% | |
| 63+2 | 621 | < 0.1% | |
| 53+2 | 609 | < 0.1% | |
| 58+2 | 599 | < 0.1% | |
| 64+2 | 584 | < 0.1% | |
| Other values (85) | 9629 | 52.9% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Marking
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.282 |
|---|---|
| Minimum | 3 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 30 |
| Median | 53 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 94 |
| Range | 91 |
| Interquartile range | 34 |
Descriptive statistics
| Standard deviation | 19.904 |
|---|---|
| Coef of variation | 0.42098 |
| Kurtosis | -1.0924 |
| Mean | 47.282 |
| MAD | 17.399 |
| Skewness | -0.36268 |
| Sum | 8.5859e+05 |
| Variance | 396.19 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 60 | 573 | < 0.1% | |
| 62 | 549 | < 0.1% | |
| 65 | 525 | < 0.1% | |
| 64 | 485 | < 0.1% | |
| 58 | 466 | < 0.1% | |
| 55 | 453 | < 0.1% | |
| 63 | 428 | < 0.1% | |
| 66 | 427 | < 0.1% | |
| 59 | 424 | < 0.1% | |
| 68 | 420 | < 0.1% | |
| Other values (82) | 13409 | 73.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 16 | < 0.1% | |
| 6 | 29 | < 0.1% | |
| 7 | 53 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 2 | < 0.1% | |
| 90 | 9 | < 0.1% |
Name
Categorical
| Distinct count | 17194 |
|---|---|
| Unique (%) | 94.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| J. Rodríguez | 11 |
|---|---|
| Paulinho | 8 |
| R. Williams | 7 |
| Other values (17191) |
| Value | Count | Frequency (%) | |
| J. Rodríguez | 11 | < 0.1% | |
| Paulinho | 8 | < 0.1% | |
| R. Williams | 7 | < 0.1% | |
| J. Williams | 7 | < 0.1% | |
| J. Valencia | 6 | < 0.1% | |
| J. Gómez | 6 | < 0.1% | |
| J. Hernández | 6 | < 0.1% | |
| Felipe | 6 | < 0.1% | |
| Danilo | 5 | < 0.1% | |
| L. Rodríguez | 5 | < 0.1% | |
| Other values (17184) | 18140 | > 99.9% |
| Max length | 22 |
|---|---|
| Mean length | 10.018 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Nationality
Categorical
| Distinct count | 164 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| England | 1662 |
|---|---|
| Germany | 1198 |
| Spain | 1072 |
| Other values (161) |
| Value | Count | Frequency (%) | |
| England | 1662 | 9.1% | |
| Germany | 1198 | 6.6% | |
| Spain | 1072 | 5.9% | |
| Argentina | 937 | 5.1% | |
| France | 914 | 5.0% | |
| Brazil | 827 | < 0.1% | |
| Italy | 702 | < 0.1% | |
| Colombia | 618 | < 0.1% | |
| Japan | 478 | < 0.1% | |
| Netherlands | 453 | < 0.1% | |
| Other values (154) | 9346 | 51.3% |
| Max length | 20 |
|---|---|
| Mean length | 7.6248 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Overall
Numeric
| Distinct count | 48 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 66.239 |
|---|---|
| Minimum | 46 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 62 |
| Median | 66 |
| Q3 | 71 |
| 95-th percentile | 77 |
| Maximum | 94 |
| Range | 48 |
| Interquartile range | 9 |
Descriptive statistics
| Standard deviation | 6.9089 |
|---|---|
| Coef of variation | 0.1043 |
| Kurtosis | 0.096569 |
| Mean | 66.239 |
| MAD | 5.4443 |
| Skewness | 0.067185 |
| Sum | 1.206e+06 |
| Variance | 47.733 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 66 | 1163 | 6.4% | |
| 67 | 1118 | 6.1% | |
| 64 | 1091 | 6.0% | |
| 65 | 1045 | 5.7% | |
| 68 | 1035 | 5.7% | |
| 63 | 1002 | 5.5% | |
| 69 | 973 | 5.3% | |
| 70 | 889 | < 0.1% | |
| 62 | 878 | < 0.1% | |
| 71 | 783 | < 0.1% | |
| Other values (38) | 8230 | 45.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 46 | 1 | < 0.1% | |
| 47 | 20 | < 0.1% | |
| 48 | 32 | < 0.1% | |
| 49 | 36 | < 0.1% | |
| 50 | 103 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 6 | < 0.1% | |
| 90 | 5 | < 0.1% | |
| 89 | 11 | < 0.1% |
Penalties
Numeric
| Distinct count | 88 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 48.549 |
|---|---|
| Minimum | 5 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 39 |
| Median | 49 |
| Q3 | 60 |
| 95-th percentile | 72 |
| Maximum | 92 |
| Range | 87 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 15.704 |
|---|---|
| Coef of variation | 0.32347 |
| Kurtosis | -0.34735 |
| Mean | 48.549 |
| MAD | 12.708 |
| Skewness | -0.35497 |
| Sum | 8.8159e+05 |
| Variance | 246.62 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 45 | 492 | < 0.1% | |
| 55 | 488 | < 0.1% | |
| 49 | 480 | < 0.1% | |
| 48 | 473 | < 0.1% | |
| 58 | 471 | < 0.1% | |
| 59 | 468 | < 0.1% | |
| 60 | 452 | < 0.1% | |
| 50 | 444 | < 0.1% | |
| 44 | 426 | < 0.1% | |
| 42 | 420 | < 0.1% | |
| Other values (77) | 13545 | 74.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 9 | 6 | < 0.1% | |
| 10 | 52 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 6 | < 0.1% | |
| 89 | 3 | < 0.1% | |
| 88 | 7 | < 0.1% |
Photo
URL
| Distinct count | 18207 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Value | Count | Frequency (%) | |
| https://cdn.sofifa.org/players/4/19/242217.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/244746.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/243943.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/244257.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/229733.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/164169.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/189485.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/184312.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/223240.png | 1 | < 0.1% | |
| https://cdn.sofifa.org/players/4/19/245371.png | 1 | < 0.1% | |
| Other values (18197) | 18197 | > 99.9% |
| Value | Count | Frequency (%) | |
| https | 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| cdn.sofifa.org | 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| /players/4/19/191980.png | 1 | < 0.1% | |
| /players/4/19/206407.png | 1 | < 0.1% | |
| /players/4/19/155977.png | 1 | < 0.1% | |
| /players/4/19/186153.png | 1 | < 0.1% | |
| /players/4/19/212338.png | 1 | < 0.1% | |
| /players/4/19/206202.png | 1 | < 0.1% | |
| /players/4/19/227174.png | 1 | < 0.1% | |
| /players/4/19/176526.png | 1 | < 0.1% | |
| /players/4/19/203455.png | 1 | < 0.1% | |
| /players/4/19/162211.png | 1 | < 0.1% | |
| Other values (18197) | 18197 | > 99.9% |
| Value | Count | Frequency (%) | |
| 18207 | 100.0% |
| Value | Count | Frequency (%) | |
| 18207 | 100.0% |
Position
Categorical
| Distinct count | 28 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 60 |
| ST | 2152 |
|---|---|
| GK | 2025 |
| CB | 1778 |
| Other values (24) |
| Value | Count | Frequency (%) | |
| ST | 2152 | 11.8% | |
| GK | 2025 | 11.1% | |
| CB | 1778 | 9.8% | |
| CM | 1394 | 7.7% | |
| LB | 1322 | 7.3% | |
| RB | 1291 | 7.1% | |
| RM | 1124 | 6.2% | |
| LM | 1095 | 6.0% | |
| CAM | 958 | 5.3% | |
| CDM | 948 | 5.2% | |
| Other values (17) | 4060 | 22.3% |
| Max length | 3 |
|---|---|
| Mean length | 2.2614 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Positioning
Numeric
| Distinct count | 95 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.958 |
|---|---|
| Minimum | 2 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 38 |
| Median | 55 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 95 |
| Range | 93 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 19.529 |
|---|---|
| Coef of variation | 0.39091 |
| Kurtosis | -0.40216 |
| Mean | 49.958 |
| MAD | 15.897 |
| Skewness | -0.72022 |
| Sum | 9.072e+05 |
| Variance | 381.38 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 58 | 574 | < 0.1% | |
| 65 | 537 | < 0.1% | |
| 62 | 516 | < 0.1% | |
| 64 | 509 | < 0.1% | |
| 60 | 503 | < 0.1% | |
| 59 | 494 | < 0.1% | |
| 63 | 478 | < 0.1% | |
| 55 | 461 | < 0.1% | |
| 68 | 459 | < 0.1% | |
| 66 | 457 | < 0.1% | |
| Other values (84) | 13171 | 72.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 5 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 69 | < 0.1% | |
| 5 | 110 | < 0.1% | |
| 6 | 144 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 5 | < 0.1% | |
| 91 | 3 | < 0.1% |
Potential
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 71.307 |
|---|---|
| Minimum | 48 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 67 |
| Median | 71 |
| Q3 | 75 |
| 95-th percentile | 82 |
| Maximum | 95 |
| Range | 47 |
| Interquartile range | 8 |
Descriptive statistics
| Standard deviation | 6.1365 |
|---|---|
| Coef of variation | 0.086057 |
| Kurtosis | 0.035826 |
| Mean | 71.307 |
| MAD | 4.9083 |
| Skewness | 0.26615 |
| Sum | 1.2983e+06 |
| Variance | 37.657 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 70 | 1203 | 6.6% | |
| 69 | 1175 | 6.5% | |
| 71 | 1140 | 6.3% | |
| 68 | 1136 | 6.2% | |
| 72 | 1122 | 6.2% | |
| 73 | 1051 | 5.8% | |
| 74 | 1015 | 5.6% | |
| 66 | 996 | 5.5% | |
| 67 | 991 | 5.4% | |
| 75 | 951 | 5.2% | |
| Other values (37) | 7427 | 40.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 48 | 2 | < 0.1% | |
| 50 | 2 | < 0.1% | |
| 51 | 2 | < 0.1% | |
| 52 | 10 | < 0.1% | |
| 53 | 6 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 3 | < 0.1% | |
| 93 | 4 | < 0.1% | |
| 92 | 9 | < 0.1% | |
| 91 | 12 | < 0.1% |
Preferred_Foot
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Right | |
|---|---|
| Left | |
| (Missing) | 48 |
| Value | Count | Frequency (%) | |
| Right | 13948 | 76.6% | |
| Left | 4211 | 23.1% | |
| (Missing) | 48 | < 0.1% |
| Max length | 5 |
|---|---|
| Mean length | 4.7634 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
RAM
Categorical
| Distinct count | 102 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 744 |
|---|---|
| 62+2 | 722 |
| 60+2 | 702 |
| Other values (98) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 744 | < 0.1% | |
| 62+2 | 722 | < 0.1% | |
| 60+2 | 702 | < 0.1% | |
| 63+2 | 675 | < 0.1% | |
| 59+2 | 674 | < 0.1% | |
| 58+2 | 668 | < 0.1% | |
| 64+2 | 661 | < 0.1% | |
| 65+2 | 643 | < 0.1% | |
| 66+2 | 609 | < 0.1% | |
| 57+2 | 607 | < 0.1% | |
| Other values (91) | 9417 | 51.7% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RB
Categorical
| Distinct count | 99 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 669 |
|---|---|
| 58+2 | 659 |
| 59+2 | 653 |
| Other values (95) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 669 | < 0.1% | |
| 58+2 | 659 | < 0.1% | |
| 59+2 | 653 | < 0.1% | |
| 63+2 | 652 | < 0.1% | |
| 64+2 | 646 | < 0.1% | |
| 60+2 | 629 | < 0.1% | |
| 62+2 | 600 | < 0.1% | |
| 57+2 | 571 | < 0.1% | |
| 65+2 | 568 | < 0.1% | |
| 54+2 | 540 | < 0.1% | |
| Other values (88) | 9935 | 54.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RCB
Categorical
| Distinct count | 109 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 63+2 | 634 |
|---|---|
| 62+2 | 618 |
| 64+2 | 591 |
| Other values (105) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 63+2 | 634 | < 0.1% | |
| 62+2 | 618 | < 0.1% | |
| 64+2 | 591 | < 0.1% | |
| 65+2 | 580 | < 0.1% | |
| 61+2 | 569 | < 0.1% | |
| 66+2 | 533 | < 0.1% | |
| 60+2 | 499 | < 0.1% | |
| 67+2 | 477 | < 0.1% | |
| 68+2 | 476 | < 0.1% | |
| 59+2 | 475 | < 0.1% | |
| Other values (98) | 10670 | 58.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RCM
Categorical
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 58+2 | 762 |
|---|---|
| 62+2 | 747 |
| 60+2 | 743 |
| Other values (89) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 58+2 | 762 | < 0.1% | |
| 62+2 | 747 | < 0.1% | |
| 60+2 | 743 | < 0.1% | |
| 61+2 | 731 | < 0.1% | |
| 59+2 | 726 | < 0.1% | |
| 57+2 | 665 | < 0.1% | |
| 56+2 | 654 | < 0.1% | |
| 63+2 | 648 | < 0.1% | |
| 55+2 | 645 | < 0.1% | |
| 64+2 | 636 | < 0.1% | |
| Other values (82) | 9165 | 50.3% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RDM
Categorical
| Distinct count | 100 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 62+2 | 660 |
|---|---|
| 60+2 | 620 |
| 61+2 | 620 |
| Other values (96) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 62+2 | 660 | < 0.1% | |
| 60+2 | 620 | < 0.1% | |
| 61+2 | 620 | < 0.1% | |
| 59+2 | 592 | < 0.1% | |
| 64+2 | 592 | < 0.1% | |
| 63+2 | 573 | < 0.1% | |
| 58+2 | 565 | < 0.1% | |
| 65+2 | 539 | < 0.1% | |
| 57+2 | 529 | < 0.1% | |
| 66+2 | 524 | < 0.1% | |
| Other values (89) | 10308 | 56.6% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Reactions
Numeric
| Distinct count | 69 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 61.837 |
|---|---|
| Minimum | 21 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 56 |
| Median | 62 |
| Q3 | 68 |
| 95-th percentile | 76 |
| Maximum | 96 |
| Range | 75 |
| Interquartile range | 12 |
Descriptive statistics
| Standard deviation | 9.0105 |
|---|---|
| Coef of variation | 0.14571 |
| Kurtosis | 0.057029 |
| Mean | 61.837 |
| MAD | 7.1723 |
| Skewness | -0.11413 |
| Sum | 1.1229e+06 |
| Variance | 81.188 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 65 | 863 | < 0.1% | |
| 64 | 862 | < 0.1% | |
| 60 | 833 | < 0.1% | |
| 62 | 820 | < 0.1% | |
| 63 | 812 | < 0.1% | |
| 66 | 734 | < 0.1% | |
| 58 | 716 | < 0.1% | |
| 68 | 710 | < 0.1% | |
| 67 | 701 | < 0.1% | |
| 61 | 700 | < 0.1% | |
| Other values (58) | 10408 | 57.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 30 | 5 | < 0.1% | |
| 31 | 5 | < 0.1% | |
| 32 | 6 | < 0.1% | |
| 33 | 12 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% |
Real_Face
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| No | |
|---|---|
| Yes | 1654 |
| (Missing) | 48 |
| Value | Count | Frequency (%) | |
| No | 16505 | 90.7% | |
| Yes | 1654 | 9.1% | |
| (Missing) | 48 | < 0.1% |
Release_Clause
Categorical
| Distinct count | 1245 |
|---|---|
| Unique (%) | 6.8% |
| Missing (%) | 8.6% |
| Missing (n) | 1564 |
| €1.1M | 557 |
|---|---|
| €1.3M | 423 |
| €1.4M | 386 |
| Other values (1241) | |
| (Missing) | 1564 |
| Value | Count | Frequency (%) | |
| €1.1M | 557 | < 0.1% | |
| €1.3M | 423 | < 0.1% | |
| €1.4M | 386 | < 0.1% | |
| €1.2M | 385 | < 0.1% | |
| €1.5M | 337 | < 0.1% | |
| €1.6M | 318 | < 0.1% | |
| €1M | 286 | < 0.1% | |
| €1.8M | 246 | < 0.1% | |
| €1.7M | 216 | < 0.1% | |
| €1.9M | 204 | < 0.1% | |
| Other values (1234) | 13285 | 73.0% | |
| (Missing) | 1564 | 8.6% |
| Max length | 7 |
|---|---|
| Mean length | 4.8097 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RF
Categorical
| Distinct count | 103 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 713 |
|---|---|
| 63+2 | 694 |
| 62+2 | 686 |
| Other values (99) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 713 | < 0.1% | |
| 63+2 | 694 | < 0.1% | |
| 62+2 | 686 | < 0.1% | |
| 60+2 | 677 | < 0.1% | |
| 64+2 | 676 | < 0.1% | |
| 59+2 | 666 | < 0.1% | |
| 58+2 | 637 | < 0.1% | |
| 65+2 | 637 | < 0.1% | |
| 66+2 | 602 | < 0.1% | |
| 57+2 | 591 | < 0.1% | |
| Other values (92) | 9543 | 52.4% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RM
Categorical
| Distinct count | 101 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 804 |
|---|---|
| 62+2 | 757 |
| 60+2 | 744 |
| Other values (97) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 804 | < 0.1% | |
| 62+2 | 757 | < 0.1% | |
| 60+2 | 744 | < 0.1% | |
| 63+2 | 742 | < 0.1% | |
| 64+2 | 715 | < 0.1% | |
| 65+2 | 701 | < 0.1% | |
| 59+2 | 689 | < 0.1% | |
| 66+2 | 665 | < 0.1% | |
| 67+2 | 619 | < 0.1% | |
| 57+2 | 608 | < 0.1% | |
| Other values (90) | 9078 | 49.9% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RS
Categorical
| Distinct count | 94 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 705 |
|---|---|
| 60+2 | 695 |
| 59+2 | 688 |
| Other values (90) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 705 | < 0.1% | |
| 60+2 | 695 | < 0.1% | |
| 59+2 | 688 | < 0.1% | |
| 63+2 | 667 | < 0.1% | |
| 64+2 | 666 | < 0.1% | |
| 58+2 | 661 | < 0.1% | |
| 57+2 | 651 | < 0.1% | |
| 62+2 | 623 | < 0.1% | |
| 56+2 | 602 | < 0.1% | |
| 54+2 | 571 | < 0.1% | |
| Other values (83) | 9593 | 52.7% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RW
Categorical
| Distinct count | 106 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 63+2 | 745 |
|---|---|
| 61+2 | 705 |
| 62+2 | 687 |
| Other values (102) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 63+2 | 745 | < 0.1% | |
| 61+2 | 705 | < 0.1% | |
| 62+2 | 687 | < 0.1% | |
| 59+2 | 678 | < 0.1% | |
| 60+2 | 678 | < 0.1% | |
| 64+2 | 677 | < 0.1% | |
| 65+2 | 673 | < 0.1% | |
| 66+2 | 626 | < 0.1% | |
| 57+2 | 608 | < 0.1% | |
| 58+2 | 604 | < 0.1% | |
| Other values (95) | 9441 | 51.9% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
RWB
Categorical
| Distinct count | 96 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 713 |
|---|---|
| 60+2 | 697 |
| 59+2 | 685 |
| Other values (92) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 713 | < 0.1% | |
| 60+2 | 697 | < 0.1% | |
| 59+2 | 685 | < 0.1% | |
| 56+2 | 679 | < 0.1% | |
| 62+2 | 677 | < 0.1% | |
| 57+2 | 629 | < 0.1% | |
| 63+2 | 621 | < 0.1% | |
| 53+2 | 609 | < 0.1% | |
| 58+2 | 599 | < 0.1% | |
| 64+2 | 584 | < 0.1% | |
| Other values (85) | 9629 | 52.9% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
ShortPassing
Highly correlated
This variable is highly correlated with BallControl and should be ignored for analysis
| Correlation | 0.91145 |
|---|
ShotPower
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.46 |
|---|---|
| Minimum | 2 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 45 |
| Median | 59 |
| Q3 | 68 |
| 95-th percentile | 78 |
| Maximum | 95 |
| Range | 93 |
| Interquartile range | 23 |
Descriptive statistics
| Standard deviation | 17.238 |
|---|---|
| Coef of variation | 0.31082 |
| Kurtosis | -0.33517 |
| Mean | 55.46 |
| MAD | 13.951 |
| Skewness | -0.68047 |
| Sum | 1.0071e+06 |
| Variance | 297.15 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 68 | 574 | < 0.1% | |
| 70 | 558 | < 0.1% | |
| 65 | 552 | < 0.1% | |
| 62 | 542 | < 0.1% | |
| 66 | 515 | < 0.1% | |
| 60 | 497 | < 0.1% | |
| 64 | 491 | < 0.1% | |
| 63 | 473 | < 0.1% | |
| 58 | 471 | < 0.1% | |
| 59 | 462 | < 0.1% | |
| Other values (82) | 13024 | 71.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 3 | < 0.1% | |
| 91 | 2 | < 0.1% |
Skill_Moves
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.3613 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.75616 |
|---|---|
| Coef of variation | 0.32023 |
| Kurtosis | -0.087602 |
| Mean | 2.3613 |
| MAD | 0.6446 |
| Skewness | 0.1499 |
| Sum | 42879 |
| Variance | 0.57178 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 2 | 8565 | 47.0% | |
| 3 | 6600 | 36.2% | |
| 1 | 2026 | 11.1% | |
| 4 | 917 | 5.0% | |
| 5 | 51 | < 0.1% | |
| (Missing) | 48 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2026 | 11.1% | |
| 2 | 8565 | 47.0% | |
| 3 | 6600 | 36.2% | |
| 4 | 917 | 5.0% | |
| 5 | 51 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 51 | < 0.1% | |
| 4 | 917 | 5.0% | |
| 3 | 6600 | 36.2% | |
| 2 | 8565 | 47.0% | |
| 1 | 2026 | 11.1% |
SlidingTackle
Highly correlated
This variable is highly correlated with Interceptions and should be ignored for analysis
| Correlation | 0.92828 |
|---|
Special
Highly correlated
This variable is highly correlated with ShortPassing and should be ignored for analysis
| Correlation | 0.90673 |
|---|
SprintSpeed
Highly correlated
This variable is highly correlated with Acceleration and should be ignored for analysis
| Correlation | 0.92193 |
|---|
ST
Categorical
| Distinct count | 94 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 11.5% |
| Missing (n) | 2085 |
| 61+2 | 705 |
|---|---|
| 60+2 | 695 |
| 59+2 | 688 |
| Other values (90) | |
| (Missing) | 2085 |
| Value | Count | Frequency (%) | |
| 61+2 | 705 | < 0.1% | |
| 60+2 | 695 | < 0.1% | |
| 59+2 | 688 | < 0.1% | |
| 63+2 | 667 | < 0.1% | |
| 64+2 | 666 | < 0.1% | |
| 58+2 | 661 | < 0.1% | |
| 57+2 | 651 | < 0.1% | |
| 62+2 | 623 | < 0.1% | |
| 56+2 | 602 | < 0.1% | |
| 54+2 | 571 | < 0.1% | |
| Other values (83) | 9593 | 52.7% | |
| (Missing) | 2085 | 11.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.8855 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Stamina
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.22 |
|---|---|
| Minimum | 12 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 56 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 96 |
| Range | 84 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 15.895 |
|---|---|
| Coef of variation | 0.25142 |
| Kurtosis | 0.48157 |
| Mean | 63.22 |
| MAD | 12.195 |
| Skewness | -0.9154 |
| Sum | 1.148e+06 |
| Variance | 252.64 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 68 | 694 | < 0.1% | |
| 69 | 668 | < 0.1% | |
| 67 | 630 | < 0.1% | |
| 72 | 611 | < 0.1% | |
| 65 | 587 | < 0.1% | |
| 74 | 577 | < 0.1% | |
| 66 | 574 | < 0.1% | |
| 70 | 572 | < 0.1% | |
| 75 | 556 | < 0.1% | |
| 64 | 549 | < 0.1% | |
| Other values (75) | 12141 | 66.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 14 | 9 | < 0.1% | |
| 15 | 4 | < 0.1% | |
| 16 | 22 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 3 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 7 | < 0.1% | |
| 93 | 27 | < 0.1% | |
| 92 | 58 | < 0.1% |
StandingTackle
Highly correlated
This variable is highly correlated with SlidingTackle and should be ignored for analysis
| Correlation | 0.97466 |
|---|
Strength
Numeric
| Distinct count | 75 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.312 |
|---|---|
| Minimum | 17 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 58 |
| Median | 67 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 97 |
| Range | 80 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 12.557 |
|---|---|
| Coef of variation | 0.19226 |
| Kurtosis | 0.057389 |
| Mean | 65.312 |
| MAD | 9.922 |
| Skewness | -0.46836 |
| Sum | 1.186e+06 |
| Variance | 157.68 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 68 | 678 | < 0.1% | |
| 67 | 626 | < 0.1% | |
| 65 | 623 | < 0.1% | |
| 69 | 605 | < 0.1% | |
| 70 | 596 | < 0.1% | |
| 73 | 569 | < 0.1% | |
| 72 | 569 | < 0.1% | |
| 64 | 564 | < 0.1% | |
| 66 | 561 | < 0.1% | |
| 75 | 541 | < 0.1% | |
| Other values (64) | 12227 | 67.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 17 | 1 | < 0.1% | |
| 24 | 2 | < 0.1% | |
| 25 | 2 | < 0.1% | |
| 26 | 4 | < 0.1% | |
| 27 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 1 | < 0.1% | |
| 95 | 3 | < 0.1% | |
| 94 | 14 | < 0.1% | |
| 93 | 29 | < 0.1% | |
| 92 | 58 | < 0.1% |
Unnamed_0
Numeric
| Distinct count | 18207 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9103 |
|---|---|
| Minimum | 0 |
| Maximum | 18206 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 910.3 |
| Q1 | 4551.5 |
| Median | 9103 |
| Q3 | 13654 |
| 95-th percentile | 17296 |
| Maximum | 18206 |
| Range | 18206 |
| Interquartile range | 9103 |
Descriptive statistics
| Standard deviation | 5256.1 |
|---|---|
| Coef of variation | 0.5774 |
| Kurtosis | -1.2 |
| Mean | 9103 |
| MAD | 4551.7 |
| Skewness | 0 |
| Sum | 1.6574e+08 |
| Variance | 2.7626e+07 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 15010 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 6806 | 1 | < 0.1% | |
| 4759 | 1 | < 0.1% | |
| 17053 | 1 | < 0.1% | |
| 10912 | 1 | < 0.1% | |
| 8865 | 1 | < 0.1% | |
| 12963 | 1 | < 0.1% | |
| 12947 | 1 | < 0.1% | |
| Other values (18197) | 18197 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 18206 | 1 | < 0.1% | |
| 18205 | 1 | < 0.1% | |
| 18204 | 1 | < 0.1% | |
| 18203 | 1 | < 0.1% | |
| 18202 | 1 | < 0.1% |
Value
Categorical
| Distinct count | 217 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| €1.1M | 431 |
|---|---|
| €375K | 372 |
| €425K | 354 |
| Other values (214) |
| Value | Count | Frequency (%) | |
| €1.1M | 431 | < 0.1% | |
| €375K | 372 | < 0.1% | |
| €425K | 354 | < 0.1% | |
| €325K | 351 | < 0.1% | |
| €450K | 343 | < 0.1% | |
| €525K | 338 | < 0.1% | |
| €350K | 325 | < 0.1% | |
| €1.2M | 324 | < 0.1% | |
| €400K | 323 | < 0.1% | |
| €1M | 318 | < 0.1% | |
| Other values (207) | 14728 | 80.9% |
| Max length | 7 |
|---|---|
| Mean length | 4.7707 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Vision
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 53.401 |
|---|---|
| Minimum | 10 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 44 |
| Median | 55 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 94 |
| Range | 84 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 14.147 |
|---|---|
| Coef of variation | 0.26492 |
| Kurtosis | -0.35231 |
| Mean | 53.401 |
| MAD | 11.525 |
| Skewness | -0.35075 |
| Sum | 9.6971e+05 |
| Variance | 200.13 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 58 | 595 | < 0.1% | |
| 55 | 565 | < 0.1% | |
| 60 | 541 | < 0.1% | |
| 59 | 536 | < 0.1% | |
| 62 | 513 | < 0.1% | |
| 65 | 507 | < 0.1% | |
| 64 | 498 | < 0.1% | |
| 53 | 472 | < 0.1% | |
| 63 | 470 | < 0.1% | |
| 52 | 469 | < 0.1% | |
| Other values (75) | 12993 | 71.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 6 | < 0.1% | |
| 11 | 20 | < 0.1% | |
| 12 | 20 | < 0.1% | |
| 13 | 17 | < 0.1% | |
| 14 | 24 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 2 | < 0.1% | |
| 91 | 3 | < 0.1% | |
| 90 | 1 | < 0.1% |
Volleys
Numeric
| Distinct count | 88 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 42.909 |
|---|---|
| Minimum | 4 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 30 |
| Median | 44 |
| Q3 | 57 |
| 95-th percentile | 70 |
| Maximum | 90 |
| Range | 86 |
| Interquartile range | 27 |
Descriptive statistics
| Standard deviation | 17.694 |
|---|---|
| Coef of variation | 0.41237 |
| Kurtosis | -0.7162 |
| Mean | 42.909 |
| MAD | 14.697 |
| Skewness | -0.14865 |
| Sum | 7.7918e+05 |
| Variance | 313.09 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 49 | 402 | < 0.1% | |
| 59 | 387 | < 0.1% | |
| 48 | 387 | < 0.1% | |
| 58 | 382 | < 0.1% | |
| 45 | 374 | < 0.1% | |
| 42 | 369 | < 0.1% | |
| 43 | 368 | < 0.1% | |
| 55 | 359 | < 0.1% | |
| 52 | 357 | < 0.1% | |
| 54 | 354 | < 0.1% | |
| Other values (77) | 14420 | 79.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 7 | < 0.1% | |
| 5 | 90 | < 0.1% | |
| 6 | 101 | < 0.1% | |
| 7 | 110 | < 0.1% | |
| 8 | 137 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 5 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 3 | < 0.1% | |
| 87 | 5 | < 0.1% | |
| 86 | 7 | < 0.1% |
Wage
Categorical
| Distinct count | 144 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| €1K | |
|---|---|
| €2K | |
| €3K | |
| Other values (141) |
| Value | Count | Frequency (%) | |
| €1K | 4900 | 26.9% | |
| €2K | 2827 | 15.5% | |
| €3K | 1857 | 10.2% | |
| €4K | 1255 | 6.9% | |
| €5K | 869 | < 0.1% | |
| €6K | 682 | < 0.1% | |
| €7K | 488 | < 0.1% | |
| €8K | 423 | < 0.1% | |
| €9K | 328 | < 0.1% | |
| €10K | 319 | < 0.1% | |
| Other values (134) | 4259 | 23.4% |
| Max length | 5 |
|---|---|
| Mean length | 3.2353 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Weak_Foot
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9473 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.66046 |
|---|---|
| Coef of variation | 0.22409 |
| Kurtosis | 0.6579 |
| Mean | 2.9473 |
| MAD | 0.42629 |
| Skewness | 0.1384 |
| Sum | 53520 |
| Variance | 0.4362 |
| Memory size | 142.4 KiB |
| Value | Count | Frequency (%) | |
| 3 | 11349 | 62.3% | |
| 2 | 3761 | 20.7% | |
| 4 | 2662 | 14.6% | |
| 5 | 229 | < 0.1% | |
| 1 | 158 | < 0.1% | |
| (Missing) | 48 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 158 | < 0.1% | |
| 2 | 3761 | 20.7% | |
| 3 | 11349 | 62.3% | |
| 4 | 2662 | 14.6% | |
| 5 | 229 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 229 | < 0.1% | |
| 4 | 2662 | 14.6% | |
| 3 | 11349 | 62.3% | |
| 2 | 3761 | 20.7% | |
| 1 | 158 | < 0.1% |
Weight
Categorical
| Distinct count | 58 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| 165lbs | 1483 |
|---|---|
| 154lbs | 1439 |
| 176lbs | 1041 |
| Other values (54) |
| Value | Count | Frequency (%) | |
| 165lbs | 1483 | 8.1% | |
| 154lbs | 1439 | 7.9% | |
| 176lbs | 1041 | 5.7% | |
| 172lbs | 987 | 5.4% | |
| 159lbs | 946 | 5.2% | |
| 161lbs | 936 | 5.1% | |
| 163lbs | 901 | < 0.1% | |
| 170lbs | 860 | < 0.1% | |
| 168lbs | 836 | < 0.1% | |
| 174lbs | 705 | < 0.1% | |
| Other values (47) | 8025 | 44.1% |
| Max length | 6 |
|---|---|
| Mean length | 5.9921 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Work_Rate
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 48 |
| Medium/ Medium | |
|---|---|
| High/ Medium | |
| Medium/ High | 1690 |
| Other values (6) |
| Value | Count | Frequency (%) | |
| Medium/ Medium | 9810 | 53.9% | |
| High/ Medium | 3173 | 17.4% | |
| Medium/ High | 1690 | 9.3% | |
| High/ High | 1015 | 5.6% | |
| Medium/ Low | 850 | < 0.1% | |
| High/ Low | 699 | < 0.1% | |
| Low/ Medium | 449 | < 0.1% | |
| Low/ High | 439 | < 0.1% | |
| Low/ Low | 34 | < 0.1% | |
| (Missing) | 48 | < 0.1% |
| Max length | 14 |
|---|---|
| Mean length | 12.676 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
| Acceleration | Age | Aggression | Agility | Balance | BallControl | Body_Type | CAM | CB | CDM | CF | Club | Club_Logo | CM | Composure | Contract_Valid_Until | Crossing | Curve | Dribbling | Finishing | FKAccuracy | Flag | GKDiving | GKHandling | GKKicking | GKPositioning | GKReflexes | HeadingAccuracy | Height | ID | Interceptions | International_Reputation | Jersey_Number | Joined | Jumping | LAM | LB | LCB | LCM | LDM | LF | LM | Loaned_From | LongPassing | LongShots | LS | LW | LWB | Marking | Name | Nationality | Overall | Penalties | Photo | Position | Positioning | Potential | Preferred_Foot | RAM | RB | RCB | RCM | RDM | Reactions | Real_Face | Release_Clause | RF | RM | RS | RW | RWB | ShortPassing | ShotPower | Skill_Moves | SlidingTackle | Special | SprintSpeed | ST | Stamina | StandingTackle | Strength | Unnamed_0 | Value | Vision | Volleys | Wage | Weak_Foot | Weight | Work_Rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 91.0 | 31 | 48.0 | 91.0 | 95.0 | 96.0 | Messi | 93+2 | 47+2 | 61+2 | 93+2 | FC Barcelona | https://cdn.sofifa.org/teams/2/light/241.png | 84+2 | 96.0 | 2021 | 84.0 | 93.0 | 97.0 | 95.0 | 94.0 | https://cdn.sofifa.org/flags/52.png | 6.0 | 11.0 | 15.0 | 14.0 | 8.0 | 70.0 | 5'7 | 158023 | 22.0 | 5.0 | 10.0 | Jul 1, 2004 | 68.0 | 93+2 | 59+2 | 47+2 | 84+2 | 61+2 | 93+2 | 91+2 | NaN | 87.0 | 94.0 | 88+2 | 92+2 | 64+2 | 33.0 | L. Messi | Argentina | 94 | 75.0 | https://cdn.sofifa.org/players/4/19/158023.png | RF | 94.0 | 94 | Left | 93+2 | 59+2 | 47+2 | 84+2 | 61+2 | 95.0 | Yes | €226.5M | 93+2 | 91+2 | 88+2 | 92+2 | 64+2 | 90.0 | 85.0 | 4.0 | 26.0 | 2202 | 86.0 | 88+2 | 72.0 | 28.0 | 59.0 | 0 | €110.5M | 94.0 | 86.0 | €565K | 4.0 | 159lbs | Medium/ Medium |
| 1 | 89.0 | 33 | 63.0 | 87.0 | 70.0 | 94.0 | C. Ronaldo | 88+3 | 53+3 | 61+3 | 90+3 | Juventus | https://cdn.sofifa.org/teams/2/light/45.png | 81+3 | 95.0 | 2022 | 84.0 | 81.0 | 88.0 | 94.0 | 76.0 | https://cdn.sofifa.org/flags/38.png | 7.0 | 11.0 | 15.0 | 14.0 | 11.0 | 89.0 | 6'2 | 20801 | 29.0 | 5.0 | 7.0 | Jul 10, 2018 | 95.0 | 88+3 | 61+3 | 53+3 | 81+3 | 61+3 | 90+3 | 88+3 | NaN | 77.0 | 93.0 | 91+3 | 89+3 | 65+3 | 28.0 | Cristiano Ronaldo | Portugal | 94 | 85.0 | https://cdn.sofifa.org/players/4/19/20801.png | ST | 95.0 | 94 | Right | 88+3 | 61+3 | 53+3 | 81+3 | 61+3 | 96.0 | Yes | €127.1M | 90+3 | 88+3 | 91+3 | 89+3 | 65+3 | 81.0 | 95.0 | 5.0 | 23.0 | 2228 | 91.0 | 91+3 | 88.0 | 31.0 | 79.0 | 1 | €77M | 82.0 | 87.0 | €405K | 4.0 | 183lbs | High/ Low |
| 2 | 94.0 | 26 | 56.0 | 96.0 | 84.0 | 95.0 | Neymar | 89+3 | 47+3 | 60+3 | 89+3 | Paris Saint-Germain | https://cdn.sofifa.org/teams/2/light/73.png | 81+3 | 94.0 | 2022 | 79.0 | 88.0 | 96.0 | 87.0 | 87.0 | https://cdn.sofifa.org/flags/54.png | 9.0 | 9.0 | 15.0 | 15.0 | 11.0 | 62.0 | 5'9 | 190871 | 36.0 | 5.0 | 10.0 | Aug 3, 2017 | 61.0 | 89+3 | 60+3 | 47+3 | 81+3 | 60+3 | 89+3 | 88+3 | NaN | 78.0 | 82.0 | 84+3 | 89+3 | 65+3 | 27.0 | Neymar Jr | Brazil | 92 | 81.0 | https://cdn.sofifa.org/players/4/19/190871.png | LW | 89.0 | 93 | Right | 89+3 | 60+3 | 47+3 | 81+3 | 60+3 | 94.0 | Yes | €228.1M | 89+3 | 88+3 | 84+3 | 89+3 | 65+3 | 84.0 | 80.0 | 5.0 | 33.0 | 2143 | 90.0 | 84+3 | 81.0 | 24.0 | 49.0 | 2 | €118.5M | 87.0 | 84.0 | €290K | 5.0 | 150lbs | High/ Medium |
| 3 | 57.0 | 27 | 38.0 | 60.0 | 43.0 | 42.0 | Lean | NaN | NaN | NaN | NaN | Manchester United | https://cdn.sofifa.org/teams/2/light/11.png | NaN | 68.0 | 2020 | 17.0 | 21.0 | 18.0 | 13.0 | 19.0 | https://cdn.sofifa.org/flags/45.png | 90.0 | 85.0 | 87.0 | 88.0 | 94.0 | 21.0 | 6'4 | 193080 | 30.0 | 4.0 | 1.0 | Jul 1, 2011 | 67.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 51.0 | 12.0 | NaN | NaN | NaN | 15.0 | De Gea | Spain | 91 | 40.0 | https://cdn.sofifa.org/players/4/19/193080.png | GK | 12.0 | 93 | Right | NaN | NaN | NaN | NaN | NaN | 90.0 | Yes | €138.6M | NaN | NaN | NaN | NaN | NaN | 50.0 | 31.0 | 1.0 | 13.0 | 1471 | 58.0 | NaN | 43.0 | 21.0 | 64.0 | 3 | €72M | 68.0 | 13.0 | €260K | 3.0 | 168lbs | Medium/ Medium |
| 4 | 78.0 | 27 | 76.0 | 79.0 | 77.0 | 91.0 | Normal | 88+3 | 66+3 | 77+3 | 87+3 | Manchester City | https://cdn.sofifa.org/teams/2/light/10.png | 87+3 | 88.0 | 2023 | 93.0 | 85.0 | 86.0 | 82.0 | 83.0 | https://cdn.sofifa.org/flags/7.png | 15.0 | 13.0 | 5.0 | 10.0 | 13.0 | 55.0 | 5'11 | 192985 | 61.0 | 4.0 | 7.0 | Aug 30, 2015 | 63.0 | 88+3 | 73+3 | 66+3 | 87+3 | 77+3 | 87+3 | 88+3 | NaN | 91.0 | 91.0 | 82+3 | 87+3 | 77+3 | 68.0 | K. De Bruyne | Belgium | 91 | 79.0 | https://cdn.sofifa.org/players/4/19/192985.png | RCM | 87.0 | 92 | Right | 88+3 | 73+3 | 66+3 | 87+3 | 77+3 | 91.0 | Yes | €196.4M | 87+3 | 88+3 | 82+3 | 87+3 | 77+3 | 92.0 | 91.0 | 4.0 | 51.0 | 2281 | 76.0 | 82+3 | 90.0 | 58.0 | 75.0 | 4 | €102M | 94.0 | 82.0 | €355K | 5.0 | 154lbs | High/ High |
| 5 | 94.0 | 27 | 54.0 | 95.0 | 94.0 | 94.0 | Normal | 89+3 | 49+3 | 63+3 | 88+3 | Chelsea | https://cdn.sofifa.org/teams/2/light/5.png | 82+3 | 91.0 | 2020 | 81.0 | 83.0 | 95.0 | 84.0 | 79.0 | https://cdn.sofifa.org/flags/7.png | 11.0 | 12.0 | 6.0 | 8.0 | 8.0 | 61.0 | 5'8 | 183277 | 41.0 | 4.0 | 10.0 | Jul 1, 2012 | 56.0 | 89+3 | 60+3 | 49+3 | 82+3 | 63+3 | 88+3 | 89+3 | NaN | 83.0 | 80.0 | 83+3 | 89+3 | 66+3 | 34.0 | E. Hazard | Belgium | 91 | 86.0 | https://cdn.sofifa.org/players/4/19/183277.png | LF | 87.0 | 91 | Right | 89+3 | 60+3 | 49+3 | 82+3 | 63+3 | 90.0 | Yes | €172.1M | 88+3 | 89+3 | 83+3 | 89+3 | 66+3 | 89.0 | 82.0 | 4.0 | 22.0 | 2142 | 88.0 | 83+3 | 83.0 | 27.0 | 66.0 | 5 | €93M | 89.0 | 80.0 | €340K | 4.0 | 163lbs | High/ Medium |
| 6 | 80.0 | 32 | 62.0 | 93.0 | 94.0 | 93.0 | Lean | 87+3 | 71+3 | 81+3 | 84+3 | Real Madrid | https://cdn.sofifa.org/teams/2/light/243.png | 88+3 | 84.0 | 2020 | 86.0 | 85.0 | 90.0 | 72.0 | 78.0 | https://cdn.sofifa.org/flags/10.png | 13.0 | 9.0 | 7.0 | 14.0 | 9.0 | 55.0 | 5'8 | 177003 | 83.0 | 4.0 | 10.0 | Aug 1, 2012 | 68.0 | 87+3 | 79+3 | 71+3 | 88+3 | 81+3 | 84+3 | 86+3 | NaN | 88.0 | 82.0 | 77+3 | 85+3 | 82+3 | 60.0 | L. Modrić | Croatia | 91 | 82.0 | https://cdn.sofifa.org/players/4/19/177003.png | RCM | 79.0 | 91 | Right | 87+3 | 79+3 | 71+3 | 88+3 | 81+3 | 90.0 | Yes | €137.4M | 84+3 | 86+3 | 77+3 | 85+3 | 82+3 | 93.0 | 79.0 | 4.0 | 73.0 | 2280 | 72.0 | 77+3 | 89.0 | 76.0 | 58.0 | 6 | €67M | 92.0 | 76.0 | €420K | 4.0 | 146lbs | High/ High |
| 7 | 86.0 | 31 | 87.0 | 82.0 | 83.0 | 90.0 | Normal | 85+5 | 63+5 | 68+5 | 87+5 | FC Barcelona | https://cdn.sofifa.org/teams/2/light/241.png | 79+5 | 85.0 | 2021 | 77.0 | 86.0 | 87.0 | 93.0 | 84.0 | https://cdn.sofifa.org/flags/60.png | 27.0 | 25.0 | 31.0 | 33.0 | 37.0 | 77.0 | 6'0 | 176580 | 41.0 | 5.0 | 9.0 | Jul 11, 2014 | 69.0 | 85+5 | 66+5 | 63+5 | 79+5 | 68+5 | 87+5 | 84+5 | NaN | 64.0 | 85.0 | 87+5 | 86+5 | 69+5 | 62.0 | L. Suárez | Uruguay | 91 | 85.0 | https://cdn.sofifa.org/players/4/19/176580.png | RS | 92.0 | 91 | Right | 85+5 | 66+5 | 63+5 | 79+5 | 68+5 | 92.0 | Yes | €164M | 87+5 | 84+5 | 87+5 | 86+5 | 69+5 | 82.0 | 86.0 | 3.0 | 38.0 | 2346 | 75.0 | 87+5 | 90.0 | 45.0 | 83.0 | 7 | €80M | 84.0 | 88.0 | €455K | 4.0 | 190lbs | High/ Medium |
| 8 | 76.0 | 32 | 88.0 | 78.0 | 66.0 | 84.0 | Normal | 71+3 | 87+3 | 84+3 | 71+3 | Real Madrid | https://cdn.sofifa.org/teams/2/light/243.png | 75+3 | 82.0 | 2020 | 66.0 | 74.0 | 63.0 | 60.0 | 72.0 | https://cdn.sofifa.org/flags/45.png | 11.0 | 8.0 | 9.0 | 7.0 | 11.0 | 91.0 | 6'0 | 155862 | 90.0 | 4.0 | 15.0 | Aug 1, 2005 | 93.0 | 71+3 | 84+3 | 87+3 | 75+3 | 84+3 | 71+3 | 72+3 | NaN | 77.0 | 59.0 | 73+3 | 70+3 | 81+3 | 87.0 | Sergio Ramos | Spain | 91 | 75.0 | https://cdn.sofifa.org/players/4/19/155862.png | RCB | 60.0 | 91 | Right | 71+3 | 84+3 | 87+3 | 75+3 | 84+3 | 85.0 | Yes | €104.6M | 71+3 | 72+3 | 73+3 | 70+3 | 81+3 | 78.0 | 79.0 | 3.0 | 91.0 | 2201 | 75.0 | 73+3 | 84.0 | 92.0 | 83.0 | 8 | €51M | 63.0 | 66.0 | €380K | 3.0 | 181lbs | High/ Medium |
| 9 | 43.0 | 25 | 34.0 | 67.0 | 49.0 | 16.0 | Normal | NaN | NaN | NaN | NaN | Atlético Madrid | https://cdn.sofifa.org/teams/2/light/240.png | NaN | 70.0 | 2021 | 13.0 | 13.0 | 12.0 | 11.0 | 14.0 | https://cdn.sofifa.org/flags/44.png | 86.0 | 92.0 | 78.0 | 88.0 | 89.0 | 15.0 | 6'2 | 200389 | 19.0 | 3.0 | 1.0 | Jul 16, 2014 | 76.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.0 | 12.0 | NaN | NaN | NaN | 27.0 | J. Oblak | Slovenia | 90 | 11.0 | https://cdn.sofifa.org/players/4/19/200389.png | GK | 11.0 | 93 | Right | NaN | NaN | NaN | NaN | NaN | 86.0 | Yes | €144.5M | NaN | NaN | NaN | NaN | NaN | 29.0 | 22.0 | 1.0 | 18.0 | 1331 | 60.0 | NaN | 41.0 | 12.0 | 78.0 | 9 | €68M | 70.0 | 13.0 | €94K | 3.0 | 192lbs | Medium/ Medium |
| Acceleration | Age | Aggression | Agility | Balance | BallControl | Body_Type | CAM | CB | CDM | CF | Club | Club_Logo | CM | Composure | Contract_Valid_Until | Crossing | Curve | Dribbling | Finishing | FKAccuracy | Flag | GKDiving | GKHandling | GKKicking | GKPositioning | GKReflexes | HeadingAccuracy | Height | ID | Interceptions | International_Reputation | Jersey_Number | Joined | Jumping | LAM | LB | LCB | LCM | LDM | LF | LM | Loaned_From | LongPassing | LongShots | LS | LW | LWB | Marking | Name | Nationality | Overall | Penalties | Photo | Position | Positioning | Potential | Preferred_Foot | RAM | RB | RCB | RCM | RDM | Reactions | Real_Face | Release_Clause | RF | RM | RS | RW | RWB | ShortPassing | ShotPower | Skill_Moves | SlidingTackle | Special | SprintSpeed | ST | Stamina | StandingTackle | Strength | Unnamed_0 | Value | Vision | Volleys | Wage | Weak_Foot | Weight | Work_Rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18197 | 68.0 | 18 | 37.0 | 58.0 | 62.0 | 51.0 | Normal | 49+2 | 40+2 | 44+2 | 48+2 | Cork City | https://cdn.sofifa.org/teams/2/light/422.png | 47+2 | 52.0 | 2018 | 44.0 | 48.0 | 50.0 | 44.0 | 46.0 | https://cdn.sofifa.org/flags/25.png | 13.0 | 6.0 | 9.0 | 10.0 | 15.0 | 36.0 | 5'10 | 246167 | 28.0 | 1.0 | 14.0 | Oct 5, 2018 | 55.0 | 49+2 | 44+2 | 40+2 | 47+2 | 44+2 | 48+2 | 49+2 | NaN | 52.0 | 37.0 | 45+2 | 49+2 | 45+2 | 41.0 | D. Holland | Republic of Ireland | 47 | 49.0 | https://cdn.sofifa.org/players/4/19/246167.png | CM | 39.0 | 61 | Right | 49+2 | 44+2 | 40+2 | 47+2 | 44+2 | 41.0 | No | €88K | 48+2 | 49+2 | 45+2 | 49+2 | 45+2 | 53.0 | 50.0 | 2.0 | 38.0 | 1362 | 62.0 | 45+2 | 50.0 | 47.0 | 38.0 | 18197 | €60K | 48.0 | 43.0 | €1K | 3.0 | 141lbs | Medium/ Medium |
| 18198 | 18.0 | 18 | 25.0 | 22.0 | 47.0 | 11.0 | Lean | NaN | NaN | NaN | NaN | Burton Albion | https://cdn.sofifa.org/teams/2/light/15015.png | NaN | 34.0 | 2021 | 14.0 | 13.0 | 10.0 | 8.0 | 10.0 | https://cdn.sofifa.org/flags/14.png | 46.0 | 52.0 | 58.0 | 42.0 | 48.0 | 14.0 | 5'11 | 242844 | 6.0 | 1.0 | 22.0 | Nov 10, 2018 | 56.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 21.0 | 5.0 | NaN | NaN | NaN | 15.0 | J. Livesey | England | 47 | 14.0 | https://cdn.sofifa.org/players/4/19/242844.png | GK | 5.0 | 70 | Right | NaN | NaN | NaN | NaN | NaN | 36.0 | No | €165K | NaN | NaN | NaN | NaN | NaN | 19.0 | 26.0 | 1.0 | 13.0 | 792 | 24.0 | NaN | 20.0 | 11.0 | 38.0 | 18198 | €60K | 37.0 | 8.0 | €1K | 2.0 | 154lbs | Medium/ Medium |
| 18199 | 60.0 | 18 | 53.0 | 53.0 | 55.0 | 47.0 | Lean | 44+2 | 48+2 | 48+2 | 44+2 | Vancouver Whitecaps FC | https://cdn.sofifa.org/teams/2/light/101112.png | 45+2 | 40.0 | 2021 | 31.0 | 35.0 | 46.0 | 31.0 | 31.0 | https://cdn.sofifa.org/flags/70.png | 7.0 | 7.0 | 9.0 | 14.0 | 15.0 | 41.0 | 5'6 | 244677 | 49.0 | 1.0 | 65.0 | Jul 17, 2018 | 57.0 | 44+2 | 47+2 | 48+2 | 45+2 | 48+2 | 44+2 | 45+2 | NaN | 55.0 | 30.0 | 42+2 | 43+2 | 47+2 | 48.0 | M. Baldisimo | Canada | 47 | 36.0 | https://cdn.sofifa.org/players/4/19/244677.png | CM | 35.0 | 69 | Right | 44+2 | 47+2 | 48+2 | 45+2 | 48+2 | 46.0 | No | €175K | 44+2 | 45+2 | 42+2 | 43+2 | 47+2 | 51.0 | 49.0 | 2.0 | 49.0 | 1303 | 63.0 | 42+2 | 42.0 | 49.0 | 43.0 | 18199 | €70K | 40.0 | 26.0 | €1K | 3.0 | 150lbs | Medium/ High |
| 18200 | 65.0 | 18 | 26.0 | 64.0 | 80.0 | 41.0 | Lean | 44+2 | 27+2 | 28+2 | 45+2 | Swindon Town | https://cdn.sofifa.org/teams/2/light/1934.png | 37+2 | 50.0 | 2019 | 28.0 | 32.0 | 39.0 | 47.0 | 25.0 | https://cdn.sofifa.org/flags/42.png | 11.0 | 15.0 | 12.0 | 12.0 | 11.0 | 47.0 | 5'9 | 231381 | 16.0 | 1.0 | 21.0 | Oct 17, 2015 | 77.0 | 44+2 | 30+2 | 27+2 | 37+2 | 28+2 | 45+2 | 41+2 | NaN | 30.0 | 51.0 | 45+2 | 44+2 | 31+2 | 15.0 | J. Young | Scotland | 47 | 58.0 | https://cdn.sofifa.org/players/4/19/231381.png | ST | 46.0 | 62 | Left | 44+2 | 30+2 | 27+2 | 37+2 | 28+2 | 54.0 | No | €143K | 45+2 | 41+2 | 45+2 | 44+2 | 31+2 | 42.0 | 44.0 | 2.0 | 14.0 | 1203 | 48.0 | 45+2 | 31.0 | 17.0 | 31.0 | 18200 | €60K | 37.0 | 37.0 | €1K | 2.0 | 157lbs | Medium/ Medium |
| 18201 | 52.0 | 18 | 44.0 | 39.0 | 48.0 | 32.0 | Lean | 28+2 | 46+2 | 38+2 | 30+2 | Waterford FC | https://cdn.sofifa.org/teams/2/light/753.png | 30+2 | 43.0 | 2018 | 22.0 | 21.0 | 21.0 | 23.0 | 27.0 | https://cdn.sofifa.org/flags/25.png | 9.0 | 10.0 | 9.0 | 11.0 | 13.0 | 45.0 | 6'1 | 243413 | 45.0 | 1.0 | 29.0 | Apr 20, 2018 | 74.0 | 28+2 | 42+2 | 46+2 | 30+2 | 38+2 | 30+2 | 30+2 | NaN | 27.0 | 16.0 | 32+2 | 29+2 | 39+2 | 44.0 | D. Walsh | Republic of Ireland | 47 | 38.0 | https://cdn.sofifa.org/players/4/19/243413.png | RB | 20.0 | 68 | Left | 28+2 | 42+2 | 46+2 | 30+2 | 38+2 | 43.0 | No | €153K | 30+2 | 30+2 | 32+2 | 29+2 | 39+2 | 25.0 | 39.0 | 2.0 | 53.0 | 1098 | 52.0 | 32+2 | 39.0 | 47.0 | 52.0 | 18201 | €60K | 31.0 | 27.0 | €1K | 3.0 | 168lbs | Medium/ Medium |
| 18202 | 54.0 | 19 | 46.0 | 60.0 | 76.0 | 43.0 | Lean | 45+2 | 45+2 | 45+2 | 44+2 | Crewe Alexandra | https://cdn.sofifa.org/teams/2/light/121.png | 45+2 | 45.0 | 2019 | 34.0 | 30.0 | 42.0 | 38.0 | 34.0 | https://cdn.sofifa.org/flags/14.png | 10.0 | 13.0 | 7.0 | 8.0 | 9.0 | 40.0 | 5'9 | 238813 | 46.0 | 1.0 | 22.0 | May 3, 2017 | 55.0 | 45+2 | 45+2 | 45+2 | 45+2 | 45+2 | 44+2 | 44+2 | NaN | 45.0 | 38.0 | 42+2 | 44+2 | 44+2 | 40.0 | J. Lundstram | England | 47 | 43.0 | https://cdn.sofifa.org/players/4/19/238813.png | CM | 39.0 | 65 | Right | 45+2 | 45+2 | 45+2 | 45+2 | 45+2 | 49.0 | No | €143K | 44+2 | 44+2 | 42+2 | 44+2 | 44+2 | 49.0 | 43.0 | 2.0 | 47.0 | 1307 | 57.0 | 42+2 | 40.0 | 48.0 | 47.0 | 18202 | €60K | 52.0 | 25.0 | €1K | 2.0 | 134lbs | Medium/ Medium |
| 18203 | 41.0 | 19 | 47.0 | 38.0 | 52.0 | 40.0 | Normal | 40+2 | 32+2 | 31+2 | 42+2 | Trelleborgs FF | https://cdn.sofifa.org/teams/2/light/703.png | 35+2 | 42.0 | 2020 | 23.0 | 32.0 | 39.0 | 52.0 | 20.0 | https://cdn.sofifa.org/flags/46.png | 10.0 | 9.0 | 9.0 | 5.0 | 12.0 | 52.0 | 6'3 | 243165 | 16.0 | 1.0 | 21.0 | Mar 19, 2018 | 47.0 | 40+2 | 29+2 | 32+2 | 35+2 | 31+2 | 42+2 | 38+2 | NaN | 25.0 | 42.0 | 45+2 | 39+2 | 30+2 | 22.0 | N. Christoffersson | Sweden | 47 | 43.0 | https://cdn.sofifa.org/players/4/19/243165.png | ST | 46.0 | 63 | Right | 40+2 | 29+2 | 32+2 | 35+2 | 31+2 | 40.0 | No | €113K | 42+2 | 38+2 | 45+2 | 39+2 | 30+2 | 43.0 | 41.0 | 2.0 | 19.0 | 1098 | 39.0 | 45+2 | 43.0 | 15.0 | 67.0 | 18203 | €60K | 33.0 | 36.0 | €1K | 2.0 | 170lbs | Medium/ Medium |
| 18204 | 70.0 | 16 | 32.0 | 50.0 | 58.0 | 44.0 | Normal | 44+2 | 28+2 | 30+2 | 46+2 | Cambridge United | https://cdn.sofifa.org/teams/2/light/1944.png | 38+2 | 41.0 | 2021 | 25.0 | 38.0 | 45.0 | 40.0 | 27.0 | https://cdn.sofifa.org/flags/14.png | 6.0 | 5.0 | 10.0 | 6.0 | 13.0 | 46.0 | 5'8 | 241638 | 15.0 | 1.0 | 33.0 | Jul 1, 2017 | 60.0 | 44+2 | 33+2 | 28+2 | 38+2 | 30+2 | 46+2 | 44+2 | NaN | 28.0 | 45.0 | 45+2 | 45+2 | 34+2 | 32.0 | B. Worman | England | 47 | 55.0 | https://cdn.sofifa.org/players/4/19/241638.png | ST | 48.0 | 67 | Right | 44+2 | 33+2 | 28+2 | 38+2 | 30+2 | 47.0 | No | €165K | 46+2 | 44+2 | 45+2 | 45+2 | 34+2 | 38.0 | 45.0 | 2.0 | 11.0 | 1189 | 69.0 | 45+2 | 55.0 | 13.0 | 32.0 | 18204 | €60K | 43.0 | 38.0 | €1K | 3.0 | 148lbs | Medium/ Medium |
| 18205 | 61.0 | 17 | 33.0 | 52.0 | 71.0 | 52.0 | Lean | 45+2 | 31+2 | 32+2 | 46+2 | Tranmere Rovers | https://cdn.sofifa.org/teams/2/light/15048.png | 39+2 | 46.0 | 2019 | 44.0 | 34.0 | 51.0 | 50.0 | 32.0 | https://cdn.sofifa.org/flags/14.png | 14.0 | 6.0 | 14.0 | 8.0 | 9.0 | 39.0 | 5'10 | 246268 | 22.0 | 1.0 | 34.0 | Apr 24, 2018 | 42.0 | 45+2 | 35+2 | 31+2 | 39+2 | 32+2 | 46+2 | 46+2 | NaN | 32.0 | 34.0 | 47+2 | 47+2 | 36+2 | 20.0 | D. Walker-Rice | England | 47 | 50.0 | https://cdn.sofifa.org/players/4/19/246268.png | RW | 44.0 | 66 | Right | 45+2 | 35+2 | 31+2 | 39+2 | 32+2 | 21.0 | No | €143K | 46+2 | 46+2 | 47+2 | 47+2 | 36+2 | 42.0 | 64.0 | 2.0 | 27.0 | 1228 | 60.0 | 47+2 | 40.0 | 25.0 | 48.0 | 18205 | €60K | 47.0 | 40.0 | €1K | 3.0 | 154lbs | Medium/ Medium |
| 18206 | 57.0 | 16 | 56.0 | 55.0 | 63.0 | 51.0 | Lean | 45+2 | 47+2 | 46+2 | 44+2 | Tranmere Rovers | https://cdn.sofifa.org/teams/2/light/15048.png | 45+2 | 43.0 | 2019 | 41.0 | 40.0 | 43.0 | 34.0 | 34.0 | https://cdn.sofifa.org/flags/14.png | 10.0 | 15.0 | 9.0 | 12.0 | 9.0 | 46.0 | 5'10 | 246269 | 42.0 | 1.0 | 33.0 | Oct 30, 2018 | 62.0 | 45+2 | 46+2 | 47+2 | 45+2 | 46+2 | 44+2 | 46+2 | NaN | 44.0 | 32.0 | 43+2 | 45+2 | 46+2 | 40.0 | G. Nugent | England | 46 | 33.0 | https://cdn.sofifa.org/players/4/19/246269.png | CM | 34.0 | 66 | Right | 45+2 | 46+2 | 47+2 | 45+2 | 46+2 | 51.0 | No | €165K | 44+2 | 46+2 | 43+2 | 45+2 | 46+2 | 48.0 | 43.0 | 2.0 | 50.0 | 1321 | 55.0 | 43+2 | 47.0 | 43.0 | 60.0 | 18206 | €60K | 49.0 | 30.0 | €1K | 3.0 | 176lbs | Medium/ Medium |